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diff --git "a/Detecci\303\263nMaduraci\303\263n_JuanGomez/readme.md" "b/Detecci\303\263nMaduraci\303\263n_JuanGomez/readme.md"
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+# Proyecto de Clasificación de Madurez en Frutas
+
+## Descripción  
+Este proyecto busca clasificar el estado de madurez (maduro/inmaduro) en frutas como:  
+🍍 Piña | 🍎 Manzana | 🍌 Banano | 🐉 Pitahaya | 🍇 Uvas  
+🍋 Limón | 🥭 Mango | 🍊 Naranja | � Papaya | � Fresa | 🍈 Granada  
+
+**Técnicas utilizadas**:  
+- Visión por computadora  
+- Machine Learning (SVC)  
+
+---
+
+## Objetivos  
+✅ Aplicar preprocesamiento de imágenes para optimizar resultados  
+✅ Clasificar madurez utilizando Support Vector Classifier (SVC)  
+✅ Encontrar el mejor modelo mediante búsqueda aleatoria de hiperparámetros  
+
+---
+
+## Pipeline de Procesamiento  
+
+### 1. Transformaciones Geométricas  
+**Propósito**: Aumentar el dataset mediante data augmentation  
+
+**Operaciones aplicadas**:  
+- ↻ Rotaciones (±15°)  
+- ⇅ Flips (horizontal/vertical)  
+- 🔍 Zooms (in/out)  
+
+**Output**: `resultados_simplificados/`  
+
+---
+
+### 2. Filtrado y Convolución  
+**Propósito**: Reducción de ruido post-aumento  
+
+**Proceso**:  
+- Filtro Gaussiano (σ=0.65) → Balance entre suavizado y preservación de detalles  
+
+**Output**: `dataset_suave/`  
+
+---
+
+### 3. Detección de Bordes  
+**Propósito**: Resaltar cambios texturales  
+
+**Método**:  
+- Operador Laplace (kernel 3×3)  
+  *Justificación*: Eficiencia computacional vs. calidad  
+
+**Output**: `database_bordes/`  
+
+---
+
+### 4. Ecualización de Histogramas  
+**Propósito**: Corrección de iluminación  
+
+**Técnica**:  
+- CLAHE (Contrast Limited AHE)  
+  *Ventajas*:  
+  - Distribución óptima de brillo  
+  - Minimiza artefactos de sobre-ecualización  
+
+**Output**: `dataset_clahe/`  
+
+---
+
+### 5. Extracción de Características  
+**Propósito**: Generar descriptores para BoVW  
+
+**Algoritmos**:  
+- SIFT/SURF  
+- *Limitación*: 25 descriptores/imagen (restricción RAM)  
+
+---
+
+### 6. Bag of Visual Words (BoVW)  
+**Propósito**: Adaptar datos para ML tradicional  
+
+**Proceso**:  
+1. K-means (k=250 clusters)  
+2. Generación de histogramas de frecuencia  
+
+---
+
+### 7. Modelado Machine Learning  
+
+ Pipeline Scikit-Learn  
+
+Pipeline([
+    ('scaler', StandardScaler()),
+    ('svc', SVC(kernel='linear'))
+])
+
+
+ Búsqueda: 3 iteraciones × 2-Fold CV
+
+**Criterio:** Máximo accuracy
+
+**Métricas:**
+- Matriz de confusión
+- Accuracy (train/test)
+
+⚠️ **Limitado por recursos computacionales**
+
+## Resultados
+
+**Best Model:** `{poly}` con `C={0.21}`, `γ={0.006}`
+
+**Performance:**
+- Train Accuracy: `99.60%`
+- Test Accuracy: `55.52%`
+---
+# Análisis de Métricas del Modelo
+
+## Rendimiento General
+📉 **Accuracy**: 55.5 %  
+- Equivalente a un clasificador aleatorio (límite inferior aceptable)
+- **Interpretación**: El modelo no aprende patrones significativos
+
+## Métricas por Clase
+| Métrica       | Test | Train |
+|---------------|----------------------|-------------------|
+| Precisión     | 55.5%                  | 99.6%               |
+
+
+🔍 **Hallazgos clave**:
+### Análisis de Overfitting
+La gran discrepancia entre el accuracy de entrenamiento (99.6%) y test (55.5%) indica un **sobreajuste severo** (*overfitting*). El modelo ha memorizado los datos de entrenamiento en lugar de aprender patrones generalizables.
+
+### Causas Probables
+
+1. **Limitación de descriptores (25 features)**
+   - La reducción a solo 25 descriptores puede estar eliminando información crítica
+
+2. **Problemas en calidad de datos**
+   - Al ser datos de web scraping, pueden contener:
+     - Texto de marcas de agua
+     - Formatos inconsistentes
+     - Ruido en las muestras
+
+---
+# Referencias
+Ahmed, M. S. (2022). Fruit Image Dataset (22 Classes) [Dataset]. Kaggle. https://www.kaggle.com/datasets/mdsagorahmed/fruit-image-dataset-22-classes
+  
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diff --git "a/Detecci\303\263nMaduraci\303\263n_JuanGomez/src/Taller2vision.ipynb" "b/Detecci\303\263nMaduraci\303\263n_JuanGomez/src/Taller2vision.ipynb"
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+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ZMU2bMvTCkhS"
+      },
+      "source": [
+        "# Juan Jose Gomez Orozco"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "eft9wNeCCpui"
+      },
+      "source": [
+        "# Librerías"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 16,
+      "metadata": {
+        "id": "5o7Lxcpu9BaI"
+      },
+      "outputs": [],
+      "source": [
+        "from PIL import Image, ImageEnhance, ImageFilter\n",
+        "import os\n",
+        "import random\n",
+        "import zipfile\n",
+        "import matplotlib.pyplot as plt\n",
+        "import cv2\n",
+        "import numpy as np\n",
+        "from sklearn.cluster import KMeans\n",
+        "from sklearn.svm import SVC\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.metrics import classification_report\n",
+        "from sklearn.preprocessing import StandardScaler\n",
+        "from sklearn.metrics import accuracy_score\n",
+        "from glob import glob\n",
+        "from sklearn.pipeline import Pipeline\n",
+        "from sklearn.model_selection import RandomizedSearchCV\n",
+        "from scipy.stats import uniform, loguniform\n",
+        "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, roc_curve, auc\n",
+        "import seaborn as sns"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "5uPopxnWRytY"
+      },
+      "source": [
+        "### Imágenes sacadas de https://www.kaggle.com/datasets/mdsagorahmed/fruit-image-dataset-22-classes?resource=download"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "RwGz13GdLhEM"
+      },
+      "source": [
+        "## Descomprimir el archivo para poder usar los datos"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "id": "_C4G2JtnLCX_"
+      },
+      "outputs": [],
+      "source": [
+        "ruta_zip = \"archive.zip\"  # Ejemplo en Google Colab\n",
+        "\n",
+        "ruta_destino = \"/content/dataset_descomprimido/\"\n",
+        "os.makedirs(ruta_destino, exist_ok=True)\n",
+        "\n",
+        "\n",
+        "with zipfile.ZipFile(ruta_zip, 'r') as zip_ref:\n",
+        "    zip_ref.extractall(ruta_destino)\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "1-ah1uBdC32a"
+      },
+      "source": [
+        "# Transformaciones geométricas"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "-llYPll18GId",
+        "outputId": "c927e206-05cb-465f-f81b-54b9d0227f84"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1;30;43mストリーミング出力は最後の 5000 行に切り捨てられました。\u001b[0m\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/362.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_362.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_362.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_362.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_362.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_362.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_362.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/24.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_24.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_24.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_24.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_24.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_24.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_24.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/147.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_147.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_147.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_147.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_147.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_147.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_147.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/329.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_329.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_329.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_329.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_329.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_329.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_329.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/220.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_220.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_220.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_220.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_220.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_220.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_220.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/298.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_298.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_298.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_298.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_298.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_298.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_298.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/282.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_282.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_282.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_282.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_282.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_282.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_282.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/270.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_270.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_270.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_270.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_270.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_270.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_270.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/243.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_243.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_243.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_243.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_243.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_243.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_243.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/169.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_169.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_169.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_169.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_169.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_169.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_169.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/44.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_44.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_44.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_44.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_44.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_44.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_44.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/5.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_5.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_5.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_5.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/ripe apple/flip_v_5.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/ripe apple/zoom_in_5.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/ripe apple/zoom_out_5.jpg\n",
+            "Guardado original: /content/resultados_simplificados/ripe apple/2.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/ripe apple/rot_15_2.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/ripe apple/rot_-15_2.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/ripe apple/flip_h_2.jpg\n",
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+            "Guardado zoom in: /content/resultados_simplificados/unripe apple/zoom_in_46.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/unripe apple/zoom_out_46.jpg\n",
+            "Guardado original: /content/resultados_simplificados/unripe apple/10.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/unripe apple/rot_15_10.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/unripe apple/rot_-15_10.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/unripe apple/flip_h_10.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/unripe apple/flip_v_10.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/unripe apple/zoom_in_10.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/unripe apple/zoom_out_10.jpg\n",
+            "Guardado original: /content/resultados_simplificados/unripe apple/74.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/unripe apple/rot_15_74.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/unripe apple/rot_-15_74.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/unripe apple/flip_h_74.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/unripe apple/flip_v_74.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/unripe apple/zoom_in_74.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/unripe apple/zoom_out_74.jpg\n",
+            "Guardado original: /content/resultados_simplificados/unripe apple/256.jpg\n",
+            "Guardado rotación 15°: /content/resultados_simplificados/unripe apple/rot_15_256.jpg\n",
+            "Guardado rotación -15°: /content/resultados_simplificados/unripe apple/rot_-15_256.jpg\n",
+            "Guardado flip_h: /content/resultados_simplificados/unripe apple/flip_h_256.jpg\n",
+            "Guardado flip_v: /content/resultados_simplificados/unripe apple/flip_v_256.jpg\n",
+            "Guardado zoom in: /content/resultados_simplificados/unripe apple/zoom_in_256.jpg\n",
+            "Guardado zoom out: /content/resultados_simplificados/unripe apple/zoom_out_256.jpg\n",
+            "\n",
+            "Proceso completado. Resultados en: /content/resultados_simplificados/\n"
+          ]
+        }
+      ],
+      "source": [
+        "def create_variations(input_path, output_folder, original_filename, size=(150, 150)):\n",
+        "    \"\"\"Crea versiones transformadas de la imagen con menos transformaciones\"\"\"\n",
+        "    try:\n",
+        "        with Image.open(input_path) as img:\n",
+        "            # Convertir a RGB si es necesario\n",
+        "            if img.mode in ('RGBA', 'LA', 'P'):\n",
+        "                img = img.convert('RGB')\n",
+        "\n",
+        "            # Redimensionar manteniendo aspecto\n",
+        "            img.thumbnail(size, Image.Resampling.LANCZOS)\n",
+        "\n",
+        "            # Crear imagen base con fondo blanco\n",
+        "            base_img = Image.new(\"RGB\", size, (255, 255, 255))\n",
+        "            base_img.paste(img, (\n",
+        "                (size[0] - img.size[0]) // 2,\n",
+        "                (size[1] - img.size[1]) // 2\n",
+        "            ))\n",
+        "\n",
+        "            # 1. Versión original (redimensionada)\n",
+        "            original_output = os.path.join(output_folder, original_filename)\n",
+        "            base_img.save(original_output)\n",
+        "            print(f\"Guardado original: {original_output}\")\n",
+        "\n",
+        "            # 2. Versión rotada 15 grados\n",
+        "            for angle in [15, -15]:  # Izquierda y derecha\n",
+        "                rotated = base_img.rotate(angle, expand=True, resample=Image.BICUBIC, fillcolor=(255, 255, 255))\n",
+        "                rotated.thumbnail(size, Image.Resampling.LANCZOS)\n",
+        "                rot_img = Image.new(\"RGB\", size, (255, 255, 255))\n",
+        "                rot_img.paste(rotated, (\n",
+        "                    (size[0] - rotated.size[0]) // 2,\n",
+        "                    (size[1] - rotated.size[1]) // 2\n",
+        "                ))\n",
+        "                rot_filename = f\"rot_{angle}_{original_filename}\"\n",
+        "                rot_output = os.path.join(output_folder, rot_filename)\n",
+        "                rot_img.save(rot_output)\n",
+        "                print(f\"Guardado rotación {angle}°: {rot_output}\")\n",
+        "\n",
+        "            # 3. Flip horizontal y vertical\n",
+        "            for flip_type in [Image.FLIP_LEFT_RIGHT, Image.FLIP_TOP_BOTTOM]:\n",
+        "                flipped = base_img.transpose(flip_type)\n",
+        "                flip_name = \"flip_h\" if flip_type == Image.FLIP_LEFT_RIGHT else \"flip_v\"\n",
+        "                flip_filename = f\"{flip_name}_{original_filename}\"\n",
+        "                flip_output = os.path.join(output_folder, flip_filename)\n",
+        "                flipped.save(flip_output)\n",
+        "                print(f\"Guardado {flip_name}: {flip_output}\")\n",
+        "\n",
+        "            # 4. Zoom (solo un nivel de zoom in y out)\n",
+        "            for zoom_factor, zoom_type in [(1.1, \"in\"), (0.9, \"out\")]:\n",
+        "                new_width = int(size[0] * zoom_factor)\n",
+        "                new_height = int(size[1] * zoom_factor)\n",
+        "                zoomed = img.resize((new_width, new_height), Image.Resampling.LANCZOS)\n",
+        "                zoomed_img = Image.new(\"RGB\", size, (255, 255, 255))\n",
+        "                zoomed_img.paste(zoomed, (\n",
+        "                    (size[0] - new_width) // 2,\n",
+        "                    (size[1] - new_height) // 2\n",
+        "                ))\n",
+        "                zoom_filename = f\"zoom_{zoom_type}_{original_filename}\"\n",
+        "                zoom_output = os.path.join(output_folder, zoom_filename)\n",
+        "                zoomed_img.save(zoom_output)\n",
+        "                print(f\"Guardado zoom {zoom_type}: {zoom_output}\")\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Error al procesar {input_path}: {str(e)}\")\n",
+        "\n",
+        "def process_folder(input_folder, output_folder=None):\n",
+        "    \"\"\"Procesa todas las imágenes en subcarpetas\"\"\"\n",
+        "    if output_folder is None:\n",
+        "        output_folder = input_folder + \"_variaciones\"\n",
+        "\n",
+        "    if not os.path.exists(output_folder):\n",
+        "        os.makedirs(output_folder)\n",
+        "\n",
+        "    for foldername, subfolders, filenames in os.walk(input_folder):\n",
+        "        relative_path = os.path.relpath(foldername, input_folder)\n",
+        "        current_output_folder = os.path.join(output_folder, relative_path)\n",
+        "\n",
+        "        if not os.path.exists(current_output_folder):\n",
+        "            os.makedirs(current_output_folder)\n",
+        "\n",
+        "        for filename in filenames:\n",
+        "            if filename.lower().endswith(('.png', '.jpg', '.jpeg', '.bmp', '.gif')):\n",
+        "                input_path = os.path.join(foldername, filename)\n",
+        "                create_variations(input_path, current_output_folder, filename)\n",
+        "\n",
+        "# Uso\n",
+        "CARPETA_ORIGEN = \"/content/dataset_descomprimido/Ripe & Unripe Fruits/\"\n",
+        "CARPETA_DESTINO = \"/content/resultados_simplificados/\"\n",
+        "\n",
+        "if not os.path.isdir(CARPETA_ORIGEN):\n",
+        "    print(f\"Error: Carpeta no encontrada: {CARPETA_ORIGEN}\")\n",
+        "else:\n",
+        "    print(f\"Procesando imágenes en {CARPETA_ORIGEN}...\")\n",
+        "    process_folder(CARPETA_ORIGEN, CARPETA_DESTINO)\n",
+        "    print(f\"\\nProceso completado. Resultados en: {CARPETA_DESTINO}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 226
+        },
+        "id": "rNO4yot7OxFV",
+        "outputId": "048bfcb1-f8ec-4086-d6e3-86b9845da214"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1300x650 with 7 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Configura el tamaño de las figuras\n",
+        "plt.figure(figsize=(13, 6.5))\n",
+        "\n",
+        "# Lista de rutas de las imágenes generadas\n",
+        "image_paths = [\n",
+        "    \"/content/resultados_simplificados/ripe papaya/266.jpg\",\n",
+        "    \"/content/resultados_simplificados/ripe papaya/rot_15_266.jpg\",\n",
+        "    \"/content/resultados_simplificados/ripe papaya/rot_-15_266.jpg\",\n",
+        "    \"/content/resultados_simplificados/ripe papaya/flip_h_266.jpg\",\n",
+        "    \"/content/resultados_simplificados/ripe papaya/flip_v_266.jpg\",\n",
+        "    \"/content/resultados_simplificados/ripe papaya/zoom_in_266.jpg\",\n",
+        "    \"/content/resultados_simplificados/ripe papaya/zoom_out_266.jpg\"\n",
+        "]\n",
+        "\n",
+        "# Títulos para cada imagen\n",
+        "titles = [\n",
+        "    \"Original\",\n",
+        "    \"15°\",\n",
+        "    \" -15°\",\n",
+        "    \"Flip H\",\n",
+        "    \"Flip V\",\n",
+        "    \"Zoom In\",\n",
+        "    \"Zoom Out\"\n",
+        "]\n",
+        "\n",
+        "# Mostrar todas las imágenes en una cuadrícula\n",
+        "for i, (img_path, title) in enumerate(zip(image_paths, titles), 1):\n",
+        "    img = Image.open(img_path)\n",
+        "    plt.subplot(1, 7, i)  # 2 filas, 4 columnas (ajustado para 7 imágenes)\n",
+        "    plt.imshow(img)\n",
+        "    plt.title(title)\n",
+        "    plt.axis('off')\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xpQTIaWuTv17"
+      },
+      "source": [
+        "# Filtrado y Convolución"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "hkteil8oT1gt",
+        "outputId": "1489a3e8-3de9-474d-9b41-e03eef2b0960"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1;30;43mストリーミング出力は最後の 5000 行に切り捨てられました。\u001b[0m\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_78.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_150.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_215.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_58.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_297.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_220.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_103.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_287.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_330.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_317.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_298.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_126.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_242.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_335.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_341.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_78.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_136.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_352.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_152.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_279.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_374.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_30.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_7.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_209.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_389.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_19.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_16.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_190.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_290.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_385.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_60.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_193.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_209.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_293.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_198.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_322.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_54.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_243.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_232.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_382.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_235.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_297.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_74.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_301.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_188.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_138.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_372.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_68.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_33.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_37.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_6.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_185.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_170.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_112.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_394.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_88.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_151.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_215.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_369.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_262.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_282.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_76.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_176.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_294.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_327.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_187.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_307.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_47.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_53.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_232.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_238.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_5.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_187.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_185.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_235.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_74.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_136.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_242.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_347.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_105.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_219.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_135.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_397.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_177.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_124.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_69.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_197.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_82.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_323.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_228.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_188.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_398.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_302.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_328.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_327.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_81.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_26.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_296.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_70.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_198.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_86.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_397.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_274.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_177.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_90.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_184.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_35.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_187.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_390.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_9.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_159.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_324.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_347.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_180.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_344.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_196.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_277.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_391.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_336.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_249.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_262.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_239.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_287.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_368.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_94.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_264.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_376.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_236.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_141.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_297.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_234.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_223.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_36.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_219.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_328.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_36.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_274.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_266.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_67.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_37.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_282.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_29.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_365.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_207.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_226.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_113.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_109.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_29.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_167.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_141.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_134.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_364.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_85.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_96.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_4.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_296.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_236.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_255.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_391.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_87.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_392.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_28.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_354.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_337.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_297.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_309.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_172.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_240.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_6.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_222.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_216.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_55.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_284.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_311.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_55.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_345.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_144.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_183.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_76.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_126.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_261.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_386.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_323.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_164.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_309.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_310.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_13.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_264.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_120.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_168.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_18.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_242.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_398.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_285.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_177.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_204.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_90.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_36.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_84.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_365.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_114.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_133.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_151.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_47.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_131.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_395.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_64.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_370.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_17.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_17.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_80.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_102.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_248.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_317.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_89.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_353.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_51.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_140.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_34.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_41.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_60.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_49.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_299.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_271.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_56.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_105.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_61.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_350.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_341.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_55.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_304.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_205.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_5.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_391.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_149.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_128.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_252.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_31.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_229.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_224.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_193.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_99.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_30.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_186.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_176.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_106.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_91.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_231.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_191.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_82.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_382.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_231.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_82.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_318.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_156.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_42.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_223.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_52.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_46.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_171.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_156.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_29.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_286.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_53.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_135.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_183.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_303.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_150.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_127.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_9.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_184.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_302.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_312.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_118.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_173.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_302.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_3.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_384.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_124.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_77.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_303.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_92.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_99.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_210.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_305.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_73.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_60.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_270.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_126.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_261.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_289.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_39.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_361.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_350.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_285.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_146.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_267.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_166.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_282.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_166.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_185.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_41.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_203.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_45.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_142.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_148.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_132.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_90.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_40.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_117.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_314.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_125.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_107.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_172.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_283.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_249.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_277.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_48.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_182.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_196.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_211.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_157.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_384.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_184.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_334.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_354.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_137.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_218.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_115.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_361.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_115.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_227.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_309.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_142.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_288.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_318.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_170.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_125.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_140.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_105.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_162.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_193.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_375.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_303.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_335.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_245.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_375.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_107.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_157.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_315.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_166.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_282.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_69.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_347.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_382.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_347.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_151.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_248.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_116.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_59.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_61.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_153.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_393.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_60.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_243.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_289.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_119.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_200.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_106.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_189.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_164.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_256.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_195.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_247.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_134.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_278.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_160.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_279.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_264.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_384.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_367.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_350.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_241.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_207.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_288.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_398.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_24.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_329.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_321.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_145.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_317.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_312.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_23.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_51.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_32.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_52.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_180.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_140.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_209.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_178.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_324.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_98.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_227.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_365.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_33.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_52.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_212.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_84.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_362.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_355.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_246.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_232.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_220.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_25.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_135.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_110.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_39.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_118.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_206.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_293.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_205.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_349.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_83.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_131.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_159.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_216.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_211.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_204.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_39.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_110.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_136.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_145.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_265.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_371.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_363.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_279.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_226.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_314.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_241.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_77.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_138.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_307.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_74.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_73.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_200.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_387.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_382.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_240.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_325.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_220.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_367.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_233.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_100.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_254.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_383.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_251.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_307.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_368.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_253.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_98.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_71.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_346.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_179.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_105.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_353.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_127.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_61.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_304.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_58.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_84.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_115.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_365.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_231.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_385.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_180.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_372.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_210.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_75.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_371.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_299.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_325.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_313.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_163.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_129.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_28.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_266.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_376.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_297.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_95.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_226.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_284.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_371.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_177.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_75.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_113.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_303.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_39.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_179.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_56.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_281.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_372.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_390.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_196.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_106.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_203.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_219.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_374.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_335.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_351.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_326.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_197.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_255.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_37.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_388.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_12.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_322.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_284.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_146.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_121.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_62.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_154.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_274.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_322.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_62.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_125.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_389.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_174.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_252.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_348.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_120.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_90.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_138.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_369.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_228.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_53.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_291.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_352.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_357.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_250.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_94.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_392.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_267.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_67.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_229.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_170.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_217.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_124.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_110.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_81.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_75.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_113.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_363.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_63.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_310.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_65.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_20.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_35.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_232.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_63.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_275.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_216.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_172.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_63.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_87.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_126.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_116.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_367.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_178.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_355.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_309.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_308.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_149.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_16.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_310.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_159.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_71.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_133.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_373.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_15.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_363.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_385.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_35.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_184.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_184.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_66.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_293.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_201.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_386.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_315.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_27.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_284.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_377.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_175.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_38.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_210.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_272.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_265.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_333.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_157.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_129.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_325.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_137.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_307.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_137.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_169.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_193.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_318.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_166.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_342.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_386.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_214.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_222.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_43.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_261.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_366.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_155.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_273.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_278.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_86.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_94.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_273.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_249.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_376.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_66.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_17.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_389.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_26.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_68.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_388.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_266.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_12.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_48.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_137.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_174.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_12.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_254.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_353.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_313.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_267.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_152.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_330.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_101.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_122.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_142.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_376.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_377.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_354.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_37.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_358.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_4.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_313.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_354.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_14.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_15.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_80.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_293.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_175.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_89.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_56.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_357.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_223.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_345.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_36.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_369.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_169.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_367.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_370.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_347.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_109.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_114.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_288.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_327.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_186.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_20.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_65.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_267.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_281.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_50.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_109.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_290.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_207.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_42.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_168.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_30.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_333.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_338.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_94.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_323.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_23.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_130.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_21.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_145.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_316.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_19.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_287.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_234.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_172.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_92.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_64.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_344.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_65.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_4.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_233.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_150.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_162.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_160.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_283.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_20.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_77.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_321.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_58.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_348.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_24.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_132.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_186.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_241.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_120.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_75.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_211.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_259.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_258.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_259.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_337.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_198.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_351.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_368.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_395.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_290.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_366.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_79.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_32.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_38.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_17.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_9.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_195.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_329.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_398.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_333.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_336.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_111.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_50.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_302.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_319.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_162.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_289.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_263.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_40.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_271.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_291.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_306.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_317.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_255.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_226.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_256.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_319.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_130.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_364.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_230.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_107.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_301.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_367.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_75.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_295.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_191.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_270.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_93.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_123.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_8.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_396.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_131.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_222.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_230.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_70.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_390.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_78.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_159.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_299.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_37.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_318.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_173.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_352.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_147.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_139.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_244.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_206.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_191.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_189.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_43.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_198.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_208.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_3.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_172.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_4.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_208.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_388.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_20.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_346.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_389.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_345.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_112.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_157.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_23.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_386.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_336.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_233.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_7.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_130.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_146.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_62.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_356.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_326.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_275.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_343.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_175.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_334.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_208.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_368.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_338.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_219.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_93.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_45.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_1.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_220.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_268.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_369.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_331.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_366.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_143.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_156.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_28.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_212.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_198.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_272.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_371.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_251.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_378.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_143.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_301.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_79.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_250.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_291.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_102.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_224.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_172.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_242.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_139.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_77.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_1.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_41.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_356.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_179.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_39.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_272.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_309.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_143.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_338.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_209.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_274.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_366.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_302.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_327.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_51.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_181.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_225.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_281.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_190.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_357.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_221.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_27.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_68.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_171.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_139.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_72.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_213.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_1.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_240.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_394.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_351.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_287.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_227.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_97.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_62.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_337.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_342.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_350.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_394.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_142.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_310.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_157.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_362.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_136.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_287.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_52.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_60.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_238.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_330.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_271.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_45.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_118.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_31.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_221.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_10.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_212.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_32.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_343.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_163.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_238.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_363.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_93.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_218.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_344.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_113.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_308.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_176.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_47.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_336.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_315.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_203.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_107.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_225.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_148.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_274.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_27.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_127.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_103.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_158.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_392.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_370.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_34.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_270.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_79.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_89.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_256.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_246.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_44.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_305.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_385.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_298.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_398.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_74.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_206.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_160.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_3.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_7.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_32.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_356.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_87.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_245.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_241.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_318.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_15_14.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_351.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_256.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_345.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_319.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_316.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_290.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_h_59.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_66.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_out_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_rot_-15_146.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_flip_v_28.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_zoom_in_85.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_144.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/ripe apple/gaussian_315.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_203.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_281.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_364.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_341.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_129.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_84.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_326.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_158.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_241.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_384.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_258.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_251.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_104.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_247.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_300.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_177.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_310.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_282.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_268.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_66.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_209.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_195.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_335.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_48.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_249.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_8.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_102.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_326.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_13.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_72.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_333.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_197.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_291.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_181.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_196.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_369.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_124.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_120.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_31.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_370.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_396.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_150.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_304.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_277.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_253.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_382.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_295.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_4.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_84.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_325.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_290.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_166.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_46.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_8.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_229.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_134.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_62.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_113.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_187.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_22.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_281.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_147.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_44.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_25.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_31.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_45.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_396.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_67.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_145.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_289.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_144.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_185.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_122.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_292.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_361.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_147.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_153.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_104.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_87.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_395.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_86.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_36.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_329.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_344.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_78.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_150.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_215.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_151.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_215.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_369.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_262.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_282.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_76.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_176.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_294.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_177.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_43.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_87.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_392.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_28.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_354.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_297.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_309.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_240.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_222.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_216.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_55.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_284.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_311.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_55.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_144.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_285.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_365.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_42.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_46.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_156.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_286.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_334.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_218.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_115.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_361.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_115.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_227.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_309.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_142.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_170.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_303.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_166.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_69.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_222.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_153.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_32.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_393.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_288.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_342.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_396.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_356.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_273.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_163.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_363.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_118.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_226.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_314.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_138.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_307.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_286.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_373.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_93.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_382.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_321.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_240.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_325.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_220.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_367.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_233.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_75.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_371.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_266.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_62.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_125.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_389.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_174.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_252.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_348.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_56.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_120.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_27.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_96.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_337.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_181.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_191.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_313.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_248.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_201.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_377.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_214.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_219.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_146.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_324.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_246.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_93.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_139.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_196.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_143.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_328.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_95.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_38.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_210.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_99.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_329.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_78.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_272.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_265.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_333.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_157.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_387.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_129.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_325.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_137.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_307.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_137.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_166.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_214.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_261.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_366.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_155.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_273.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_278.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_86.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_273.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_376.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_66.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_389.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_68.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_388.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_86.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_348.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_89.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_10.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_248.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_132.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_311.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_141.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_178.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_43.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_249.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_17.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_283.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_116.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_1.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_72.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_223.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_141.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_259.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_83.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_293.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_64.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_123.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_70.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_398.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_351.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_78.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_283.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_118.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_137.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_397.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_148.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_51.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_211.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_290.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_145.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_207.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_105.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_373.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_285.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_250.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_259.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_89.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_286.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_42.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_168.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_30.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_333.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_338.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_94.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_323.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_23.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_130.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_21.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_145.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_316.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_19.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_287.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_234.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_64.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_344.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_65.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_393.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_4.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_233.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_150.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_162.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_160.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_283.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_20.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_77.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_321.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_58.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_348.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_24.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_132.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_186.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_241.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_332.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_120.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_276.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_75.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_336.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_41.jpg\n",
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+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_32.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_343.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_163.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_238.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_363.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_257.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_93.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_218.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_344.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_113.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_308.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_176.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_47.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_336.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_315.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_203.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_107.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_194.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_225.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_148.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_274.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_27.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_127.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_103.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_158.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_392.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_370.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_34.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_270.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_79.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_89.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_256.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_246.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_44.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_305.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_385.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_298.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_398.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_74.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_206.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_381.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_160.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_3.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_7.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_32.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_356.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_87.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_161.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_245.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_237.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_241.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_359.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_318.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_14.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_351.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_256.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_345.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_319.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_57.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_316.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_290.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_59.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_66.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_11.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_146.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_28.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_85.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_144.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_315.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_285.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_5.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_73.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_208.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_133.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_383.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_19.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_385.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_149.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_202.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_202.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_109.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_124.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_46.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_60.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_69.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_2.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_10.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_in_190.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_153.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_324.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_100.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_15_118.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_213.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_239.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_294.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_378.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_47.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_123.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_13.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_129.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_74.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_zoom_out_204.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_v_154.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_rot_-15_368.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_256.jpg\n",
+            "Guardado con filtro Gaussiano: /content/dataset_suave/Ripe & Unripe Fruits/unripe apple/gaussian_flip_h_151.jpg\n",
+            "\n",
+            "Proceso completado. Resultados en: /content/dataset_suave/Ripe & Unripe Fruits/\n"
+          ]
+        }
+      ],
+      "source": [
+        "def apply_gaussian_filter(input_path, output_folder, original_filename):\n",
+        "    \"\"\"Aplica filtro Gaussiano a la imagen original (sin transformaciones)\"\"\"\n",
+        "    try:\n",
+        "        with Image.open(input_path) as img:\n",
+        "            # Convertir a RGB si es necesario\n",
+        "            if img.mode in ('RGBA', 'LA', 'P'):\n",
+        "                img = img.convert('RGB')\n",
+        "\n",
+        "            # Aplicar filtro Gaussiano\n",
+        "            blurred_img = img.filter(ImageFilter.GaussianBlur(radius=0.65))  # (ej: 0.5 a 2)\n",
+        "\n",
+        "            # Guardar imagen con filtro\n",
+        "            blurred_filename = f\"gaussian_{original_filename}\"\n",
+        "            blurred_output = os.path.join(output_folder, blurred_filename)\n",
+        "            blurred_img.save(blurred_output)\n",
+        "            print(f\"Guardado con filtro Gaussiano: {blurred_output}\")\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Error al procesar {input_path}: {str(e)}\")\n",
+        "\n",
+        "def process_folder(input_folder, output_folder=None):\n",
+        "    \"\"\"Procesa todas las imágenes en subcarpetas\"\"\"\n",
+        "    if output_folder is None:\n",
+        "        output_folder = input_folder + \"_gaussian\"\n",
+        "\n",
+        "    if not os.path.exists(output_folder):\n",
+        "        os.makedirs(output_folder)\n",
+        "\n",
+        "    for foldername, subfolders, filenames in os.walk(input_folder):\n",
+        "        relative_path = os.path.relpath(foldername, input_folder)\n",
+        "        current_output_folder = os.path.join(output_folder, relative_path)\n",
+        "\n",
+        "        if not os.path.exists(current_output_folder):\n",
+        "            os.makedirs(current_output_folder)\n",
+        "\n",
+        "        for filename in filenames:\n",
+        "            if filename.lower().endswith(('.png', '.jpg', '.jpeg', '.bmp', '.gif')):\n",
+        "                input_path = os.path.join(foldername, filename)\n",
+        "                apply_gaussian_filter(input_path, current_output_folder, filename)\n",
+        "\n",
+        "# Uso\n",
+        "CARPETA_ORIGEN = \"/content/resultados_simplificados/\"\n",
+        "CARPETA_DESTINO = \"/content/dataset_suave/Ripe & Unripe Fruits/\"\n",
+        "\n",
+        "if not os.path.isdir(CARPETA_ORIGEN):\n",
+        "    print(f\"Error: Carpeta no encontrada: {CARPETA_ORIGEN}\")\n",
+        "else:\n",
+        "    print(f\"Procesando imágenes en {CARPETA_ORIGEN}...\")\n",
+        "    process_folder(CARPETA_ORIGEN, CARPETA_DESTINO)\n",
+        "    print(f\"\\nProceso completado. Resultados en: {CARPETA_DESTINO}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 226
+        },
+        "id": "coWn2F_8kYJz",
+        "outputId": "b74c2cc0-d232-46d7-c992-28cf369b1cc8"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1300x650 with 7 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Configura el tamaño de las figuras\n",
+        "plt.figure(figsize=(13, 6.5))\n",
+        "\n",
+        "# Lista de rutas de las imágenes generadas\n",
+        "image_paths = [\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_266.jpg\",\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_rot_15_266.jpg\",\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_rot_-15_266.jpg\",\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_flip_v_266.jpg\",\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_flip_h_266.jpg\",\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_zoom_in_266.jpg\",\n",
+        "    \"/content/dataset_suave/Ripe & Unripe Fruits/ripe papaya/gaussian_zoom_out_266.jpg\"\n",
+        "]\n",
+        "\n",
+        "# Títulos para cada imagen\n",
+        "titles = [\n",
+        "    \"Original\",\n",
+        "    \"15°\",\n",
+        "    \" -15°\",\n",
+        "    \"Flip H\",\n",
+        "    \"Flip V\",\n",
+        "    \"Zoom In\",\n",
+        "    \"Zoom Out\"\n",
+        "]\n",
+        "\n",
+        "# Mostrar todas las imágenes en una cuadrícula\n",
+        "for i, (img_path, title) in enumerate(zip(image_paths, titles), 1):\n",
+        "    img = Image.open(img_path)\n",
+        "    plt.subplot(1, 7, i)  # 2 filas, 4 columnas (ajustado para 7 imágenes)\n",
+        "    plt.imshow(img)\n",
+        "    plt.title(title)\n",
+        "    plt.axis('off')\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ZagH7pkgqhmW"
+      },
+      "source": [
+        "# Detección de bordes y umbralización"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "knGqH8Dsq3fs",
+        "outputId": "1e3d8d74-b4f7-4c90-a7e8-5dd887a88d4b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1;30;43mストリーミング出力は最後の 5000 行に切り捨てられました。\u001b[0m\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_391.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_245.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_316.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_398.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_337.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_153.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_301.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_149.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_334.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_163.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_99.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_40.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_113.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_361.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_226.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_298.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_357.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_60.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_100.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_51.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_317.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_372.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_214.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_236.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_114.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_259.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_164.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_225.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_28.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_126.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_24.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_1.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_378.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_232.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_8.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_221.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_194.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_218.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_291.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_9.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_10.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_87.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_299.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_388.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_100.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_185.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_356.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_60.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_381.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_204.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_272.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_160.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_121.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_328.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_291.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_246.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_213.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_308.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_81.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_91.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_223.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_356.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_244.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_234.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_276.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_160.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_124.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_65.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_388.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_250.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_390.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_31.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_91.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_29.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_250.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_297.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_366.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_92.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_203.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_345.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_111.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_193.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_20.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_90.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_316.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_228.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_90.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_333.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_251.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_14.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_356.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_27.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_120.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_6.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_134.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_384.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_125.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_385.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_327.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_26.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_235.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_248.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_121.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_172.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_32.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_358.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_341.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_305.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_316.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_336.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_53.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_185.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_68.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_35.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_154.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_369.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_275.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_18.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_22.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_288.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_279.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_248.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_329.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_208.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_306.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_251.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_220.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_289.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_231.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_8.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_59.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_350.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_44.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_9.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_195.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_121.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_281.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_318.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_290.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_268.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_237.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_19.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_366.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_201.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_307.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_252.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_220.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_268.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_303.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_362.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_239.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_23.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_333.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_136.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_189.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_200.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_331.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_179.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_274.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_318.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_141.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_21.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_97.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_250.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_36.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_321.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_321.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_153.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_258.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_47.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_103.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_228.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_61.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_306.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_291.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_315.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_395.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_13.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_347.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_64.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_364.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_370.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_3.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_30.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_191.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_233.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_367.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_189.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_215.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_77.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_293.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_99.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_158.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_128.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_70.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_332.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_305.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_269.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_266.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_118.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_371.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_388.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_71.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_267.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_302.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_137.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_381.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_78.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_357.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_284.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_35.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_52.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_124.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_396.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_283.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_365.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_245.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_145.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_28.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_233.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_259.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_12.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_238.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_2.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_5.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_66.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_318.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_10.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_396.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_345.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_21.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_364.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_210.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_217.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_391.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_76.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_263.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_27.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_269.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_373.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_198.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_305.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_387.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_394.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_217.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_215.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_306.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_155.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_165.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_257.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_68.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_270.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_154.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_395.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_325.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_91.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_385.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_85.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_5.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_4.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_394.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_127.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_190.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_18.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_285.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_249.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_103.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_21.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_311.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_234.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_183.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_99.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_301.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_51.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_343.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_385.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_157.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_256.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_54.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_41.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_370.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_324.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_32.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_88.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_392.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_47.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_342.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_173.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_297.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_344.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_377.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_264.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_73.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_251.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_135.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_112.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_153.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_229.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_120.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_200.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_82.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_148.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_42.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_317.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_178.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_163.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_144.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_53.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_55.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_207.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_33.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_306.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_156.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_172.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_275.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_3.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_37.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_64.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_36.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_67.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_6.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_266.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_390.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_18.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_6.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_257.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_5.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_366.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_279.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_53.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_268.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_397.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_327.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_264.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_169.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_123.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_195.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_59.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_122.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_252.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_269.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_345.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_175.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_206.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_354.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_71.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_323.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_85.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_184.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_194.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_77.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_210.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_244.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_9.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_315.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_310.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_271.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_96.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_128.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_123.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_131.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_127.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_167.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_194.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_39.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_317.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_86.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_304.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_12.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_190.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_134.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_52.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_155.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_83.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_113.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_94.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_60.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_333.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_270.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_105.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_393.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_289.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_192.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_178.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_325.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_246.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_344.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_137.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_248.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_290.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_245.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_271.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_65.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_118.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_51.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_258.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_91.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_258.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_321.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_229.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_247.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_352.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_147.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_93.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_227.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_5.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_336.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_21.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_375.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_269.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_311.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_330.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_384.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_322.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_101.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_389.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_365.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_8.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_384.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_201.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_389.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_370.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_92.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_374.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_51.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_84.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_183.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_254.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_347.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_373.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_12.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_240.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_214.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_225.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_15.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_98.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_285.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_323.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_129.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_130.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_364.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_262.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_210.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_90.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_184.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_92.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_171.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_362.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_87.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_388.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_162.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_388.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_74.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_277.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_118.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_353.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_10.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_228.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_30.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_79.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_355.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_187.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_176.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_34.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_16.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_302.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_236.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_29.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_135.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_175.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_26.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_261.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_32.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_273.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_222.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_226.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_84.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_322.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_255.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_270.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_253.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_310.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_36.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_222.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_68.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_282.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_192.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_122.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_336.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_302.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_394.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_120.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_219.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_52.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_253.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_229.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_289.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_83.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_173.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_394.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_275.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_160.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_189.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_199.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_92.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_329.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_342.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_199.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_85.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_211.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_375.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_397.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_162.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_295.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_23.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_243.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_109.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_137.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_197.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_-15_35.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_58.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_71.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_202.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_128.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_382.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_392.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_174.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_out_180.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_197.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_rot_15_282.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_368.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_182.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_329.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_310.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_21.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_63.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_350.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_193.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_31.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_161.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_h_370.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_295.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_zoom_in_321.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_86.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/ripe apple/laplace_gaussian_flip_v_333.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_276.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_226.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_334.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_80.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_295.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_307.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_331.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_237.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_369.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_212.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_282.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_125.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_257.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_157.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_119.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_265.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_246.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_322.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_262.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_130.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_in_339.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_36.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_292.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_270.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_230.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_27.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_308.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_153.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_224.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_143.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_15.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_350.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_8.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_96.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_274.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_129.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_in_357.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_308.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_351.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_in_51.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_-15_313.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_336.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_200.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_128.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_296.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_262.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_311.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_101.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_300.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_77.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_1.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_126.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_375.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_63.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_338.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_371.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_-15_359.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_18.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_141.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_134.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_211.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_268.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_345.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_276.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_104.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_384.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_10.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_203.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_223.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_243.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_37.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_264.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_211.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_231.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_263.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_54.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_91.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_88.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_205.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_332.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_257.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_282.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_117.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_309.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_394.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_14.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_120.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_6.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_121.jpg\n",
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+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_in_328.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_67.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_17.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_287.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_81.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_270.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_309.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_159.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_144.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_197.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_95.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_226.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_396.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_332.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_4.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_194.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_264.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_323.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_251.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_396.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_392.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_-15_66.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_in_278.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_309.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_14.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_263.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_132.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_263.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_287.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_235.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_101.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_50.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_97.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_15.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_179.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_-15_303.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_235.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_1.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_216.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_zoom_out_242.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_-15_390.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_-15_329.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_333.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_292.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_rot_15_35.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_h_281.jpg\n",
+            "Guardado con detección de bordes: /content/datase_bordes/unripe apple/laplace_gaussian_flip_v_216.jpg\n",
+            "\n",
+            "Proceso completado. Resultados en: /content/datase_bordes/\n"
+          ]
+        }
+      ],
+      "source": [
+        "def apply_laplace_filter(input_path, output_folder, original_filename):\n",
+        "    \"\"\"Aplica detección de bordes con operador Laplace a la imagen\"\"\"\n",
+        "    try:\n",
+        "        with Image.open(input_path) as img:\n",
+        "            # Convertir a RGB si es necesario\n",
+        "            if img.mode in ('RGBA', 'LA', 'P'):\n",
+        "                img = img.convert('RGB')\n",
+        "\n",
+        "            # Convertir a escala de grises (mejor para detección de bordes)\n",
+        "            gray_img = img.convert('L')\n",
+        "\n",
+        "            # Definir kernel Laplaciano (3x3)\n",
+        "            laplace_kernel = ImageFilter.Kernel(\n",
+        "                size=(3, 3),\n",
+        "                kernel=[-1, -1, -1,\n",
+        "                       -1,  8, -1,\n",
+        "                       -1, -1, -1],\n",
+        "                scale=1,\n",
+        "                offset=0\n",
+        "            )\n",
+        "\n",
+        "            # Aplicar filtro Laplace\n",
+        "            edges_img = gray_img.filter(laplace_kernel)\n",
+        "\n",
+        "            # Convertir nuevamente a RGB para guardar\n",
+        "            edges_rgb = edges_img.convert('RGB')\n",
+        "\n",
+        "            # Guardar imagen con bordes detectados\n",
+        "            edges_filename = f\"laplace_{original_filename}\"\n",
+        "            edges_output = os.path.join(output_folder, edges_filename)\n",
+        "            edges_rgb.save(edges_output)\n",
+        "            print(f\"Guardado con detección de bordes: {edges_output}\")\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Error al procesar {input_path}: {str(e)}\")\n",
+        "\n",
+        "def process_folder(input_folder, output_folder=None):\n",
+        "    \"\"\"Procesa todas las imágenes en subcarpetas\"\"\"\n",
+        "    if output_folder is None:\n",
+        "        output_folder = input_folder + \"_laplace\"\n",
+        "\n",
+        "    if not os.path.exists(output_folder):\n",
+        "        os.makedirs(output_folder)\n",
+        "\n",
+        "    for foldername, subfolders, filenames in os.walk(input_folder):\n",
+        "        relative_path = os.path.relpath(foldername, input_folder)\n",
+        "        current_output_folder = os.path.join(output_folder, relative_path)\n",
+        "\n",
+        "        if not os.path.exists(current_output_folder):\n",
+        "            os.makedirs(current_output_folder)\n",
+        "\n",
+        "        for filename in filenames:\n",
+        "            if filename.lower().endswith(('.png', '.jpg', '.jpeg', '.bmp', '.gif')):\n",
+        "                input_path = os.path.join(foldername, filename)\n",
+        "                apply_laplace_filter(input_path, current_output_folder, filename)\n",
+        "\n",
+        "# Uso\n",
+        "CARPETA_ORIGEN = \"/content/dataset_suave/Ripe & Unripe Fruits/\"\n",
+        "CARPETA_DESTINO = \"/content/datase_bordes/\"\n",
+        "\n",
+        "if not os.path.isdir(CARPETA_ORIGEN):\n",
+        "    print(f\"Error: Carpeta no encontrada: {CARPETA_ORIGEN}\")\n",
+        "else:\n",
+        "    print(f\"Procesando imágenes en {CARPETA_ORIGEN}...\")\n",
+        "    process_folder(CARPETA_ORIGEN, CARPETA_DESTINO)\n",
+        "    print(f\"\\nProceso completado. Resultados en: {CARPETA_DESTINO}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 226
+        },
+        "id": "SCC_kvoltD3r",
+        "outputId": "c9b01ed9-44ce-437c-9da4-7ebe39297b5d"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1300x650 with 7 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Configura el tamaño de las figuras\n",
+        "plt.figure(figsize=(13, 6.5))\n",
+        "\n",
+        "# Lista de rutas de las imágenes generadas\n",
+        "image_paths = [\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_266.jpg\",\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_rot_15_266.jpg\",\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_rot_-15_266.jpg\",\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_flip_v_266.jpg\",\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_flip_h_266.jpg\",\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_zoom_in_266.jpg\",\n",
+        "    \"/content/datase_bordes/ripe papaya/laplace_gaussian_zoom_out_266.jpg\"\n",
+        "]\n",
+        "\n",
+        "# Títulos para cada imagen\n",
+        "titles = [\n",
+        "    \"Original\",\n",
+        "    \"15°\",\n",
+        "    \" -15°\",\n",
+        "    \"Flip H\",\n",
+        "    \"Flip V\",\n",
+        "    \"Zoom In\",\n",
+        "    \"Zoom Out\"\n",
+        "]\n",
+        "\n",
+        "# Mostrar todas las imágenes en una cuadrícula\n",
+        "for i, (img_path, title) in enumerate(zip(image_paths, titles), 1):\n",
+        "    img = Image.open(img_path)\n",
+        "    plt.subplot(1, 7, i)  # 2 filas, 4 columnas (ajustado para 7 imágenes)\n",
+        "    plt.imshow(img)\n",
+        "    plt.title(title)\n",
+        "    plt.axis('off')\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "HgASBMIZdeVI"
+      },
+      "source": [
+        "# Ecualización de Histogramas"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "BeCzmcWHdf84",
+        "outputId": "afe8c7bc-e812-4da9-c491-fb8a6308d363"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1;30;43mストリーミング出力は最後の 5000 行に切り捨てられました。\u001b[0m\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_206.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_15_268.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_15.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_v_205.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_324.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_-15_54.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_338.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_170.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_119.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_v_92.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_290.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_34.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_37.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_346.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_315.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_330.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_303.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_172.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_23.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_70.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_243.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_297.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_385.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_331.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_15_34.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_-15_311.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_14.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_15_303.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_15_335.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_337.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_15_244.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_39.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_208.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_127.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_-15_279.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_391.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_54.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_v_343.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_199.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_71.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_-15_83.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_348.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_77.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_flip_h_20.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_in_35.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_373.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_zoom_out_123.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_-15_43.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_54.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_15_193.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/ripe apple/clahe_laplace_gaussian_rot_-15_393.jpg\n",
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+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_77.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_91.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_39.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_132.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_198.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_253.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_313.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_378.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_264.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_31.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_228.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_29.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_93.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_324.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_206.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_297.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_255.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_9.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_170.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_41.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_23.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_178.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_224.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_28.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_111.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_132.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_202.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_299.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_144.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_168.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_82.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_174.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_304.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_289.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_279.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_282.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_382.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_395.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_43.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_235.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_382.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_365.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_118.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_135.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_47.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_29.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_184.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_361.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_21.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_278.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_332.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_165.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_283.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_200.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_5.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_125.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_73.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_136.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_96.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_108.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_255.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_339.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_140.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_270.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_128.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_156.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_194.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_80.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_350.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_313.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_96.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_25.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_325.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_74.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_350.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_254.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_135.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_56.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_252.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_269.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_108.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_333.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_383.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_240.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_146.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_201.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_190.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_112.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_171.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_388.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_367.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_295.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_331.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_271.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_295.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_60.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_54.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_33.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_99.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_138.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_344.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_81.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_101.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_301.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_222.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_22.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_331.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_353.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_143.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_337.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_2.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_273.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_169.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_124.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_250.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_122.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_285.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_109.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_154.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_147.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_149.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_269.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_252.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_49.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_374.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_398.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_372.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_327.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_393.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_282.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_308.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_45.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_231.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_51.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_234.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_311.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_151.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_22.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_138.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_358.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_162.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_257.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_148.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_162.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_138.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_54.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_38.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_208.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_356.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_190.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_333.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_103.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_180.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_3.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_188.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_162.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_10.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_69.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_297.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_198.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_196.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_155.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_324.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_152.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_305.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_371.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_267.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_124.jpg\n",
+            "Guardado con CLAHE: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_216.jpg\n",
+            "\n",
+            "Proceso completado. Resultados en: /content/dataset_clahe/\n"
+          ]
+        }
+      ],
+      "source": [
+        "def apply_clahe(input_path, output_folder, original_filename):\n",
+        "    \"\"\"Aplica ecualización CLAHE a la imagen\"\"\"\n",
+        "    try:\n",
+        "        with Image.open(input_path) as img:\n",
+        "            # Convertir a RGB si es necesario\n",
+        "            if img.mode in ('RGBA', 'LA', 'P'):\n",
+        "                img = img.convert('RGB')\n",
+        "\n",
+        "            # Convertir la imagen PIL a array numpy para OpenCV\n",
+        "            img_array = np.array(img)\n",
+        "\n",
+        "            # Convertir a LAB color space\n",
+        "            lab = cv2.cvtColor(img_array, cv2.COLOR_RGB2LAB)\n",
+        "\n",
+        "            # Separar los canales\n",
+        "            l, a, b = cv2.split(lab)\n",
+        "\n",
+        "            # Aplicar CLAHE al canal L (luminancia)\n",
+        "            clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))\n",
+        "            cl = clahe.apply(l)\n",
+        "\n",
+        "            # Fusionar los canales\n",
+        "            limg = cv2.merge((cl, a, b))\n",
+        "\n",
+        "            # Convertir de vuelta a RGB\n",
+        "            final_img = cv2.cvtColor(limg, cv2.COLOR_LAB2RGB)\n",
+        "\n",
+        "            # Convertir el array numpy de vuelta a imagen PIL\n",
+        "            clahe_img = Image.fromarray(final_img)\n",
+        "\n",
+        "            # Guardar imagen con CLAHE aplicado\n",
+        "            clahe_filename = f\"clahe_{original_filename}\"\n",
+        "            clahe_output = os.path.join(output_folder, clahe_filename)\n",
+        "            clahe_img.save(clahe_output)\n",
+        "            print(f\"Guardado con CLAHE: {clahe_output}\")\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Error al procesar {input_path}: {str(e)}\")\n",
+        "\n",
+        "def process_folder(input_folder, output_folder=None):\n",
+        "    \"\"\"Procesa todas las imágenes en subcarpetas\"\"\"\n",
+        "    if output_folder is None:\n",
+        "        output_folder = input_folder + \"_clahe\"\n",
+        "\n",
+        "    if not os.path.exists(output_folder):\n",
+        "        os.makedirs(output_folder)\n",
+        "\n",
+        "    for foldername, subfolders, filenames in os.walk(input_folder):\n",
+        "        relative_path = os.path.relpath(foldername, input_folder)\n",
+        "        current_output_folder = os.path.join(output_folder, relative_path)\n",
+        "\n",
+        "        if not os.path.exists(current_output_folder):\n",
+        "            os.makedirs(current_output_folder)\n",
+        "\n",
+        "        for filename in filenames:\n",
+        "            if filename.lower().endswith(('.png', '.jpg', '.jpeg', '.bmp', '.gif')):\n",
+        "                input_path = os.path.join(foldername, filename)\n",
+        "                apply_clahe(input_path, current_output_folder, filename)\n",
+        "\n",
+        "# Uso\n",
+        "CARPETA_ORIGEN = \"/content/datase_bordes/\"\n",
+        "CARPETA_DESTINO = \"/content/dataset_clahe/\"\n",
+        "\n",
+        "if not os.path.isdir(CARPETA_ORIGEN):\n",
+        "    print(f\"Error: Carpeta no encontrada: {CARPETA_ORIGEN}\")\n",
+        "else:\n",
+        "    print(f\"Procesando imágenes en {CARPETA_ORIGEN}...\")\n",
+        "    process_folder(CARPETA_ORIGEN, CARPETA_DESTINO)\n",
+        "    print(f\"\\nProceso completado. Resultados en: {CARPETA_DESTINO}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 10,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 226
+        },
+        "id": "SsggMDZ-gD3X",
+        "outputId": "1a3f3cf4-7ed9-485e-eeb9-b059c3f13a96"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1300x650 with 7 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Configura el tamaño de las figuras\n",
+        "plt.figure(figsize=(13, 6.5))\n",
+        "\n",
+        "# Lista de rutas de las imágenes generadas\n",
+        "image_paths = [\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_rot_15_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_rot_-15_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_flip_v_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_flip_h_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_zoom_in_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_zoom_out_266.jpg\"\n",
+        "]\n",
+        "\n",
+        "# Títulos para cada imagen\n",
+        "titles = [\n",
+        "    \"Original\",\n",
+        "    \"15°\",\n",
+        "    \" -15°\",\n",
+        "    \"Flip H\",\n",
+        "    \"Flip V\",\n",
+        "    \"Zoom In\",\n",
+        "    \"Zoom Out\"\n",
+        "]\n",
+        "\n",
+        "# Mostrar todas las imágenes en una cuadrícula\n",
+        "for i, (img_path, title) in enumerate(zip(image_paths, titles), 1):\n",
+        "    img = Image.open(img_path)\n",
+        "    plt.subplot(1, 7, i)  # 2 filas, 4 columnas (ajustado para 7 imágenes)\n",
+        "    plt.imshow(img)\n",
+        "    plt.title(title)\n",
+        "    plt.axis('off')\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "KWnZz4Bfh0fY"
+      },
+      "source": [
+        "# Feature Detection y Descriptores (SIFT, SURF)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "poPedC43RyCV"
+      },
+      "source": [
+        "Solo se muestran las características de algunas imágenes porque más tarde se hará el proceso completo. También vale la pena mencionar que se sacrifica la cantidad de descriptores debido a los recursos limitados."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "MAX_SIFT_FEATURES = 25  # Máximo número de descriptores SIFT por imagen\n",
+        "\n",
+        "# Función para extraer descriptores SIFT (limitando la cantidad)\n",
+        "def extract_sift_features(image_path):\n",
+        "    print(f\"Procesando: {image_path}\")  # Debug: mostrar imagen actual\n",
+        "    img = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)\n",
+        "    if img is None:\n",
+        "        print(f\"Error: No se pudo cargar la imagen {image_path}\")\n",
+        "        return None\n",
+        "\n",
+        "    sift = cv2.SIFT_create()\n",
+        "    keypoints, descriptors = sift.detectAndCompute(img, None)\n",
+        "\n",
+        "    if descriptors is None:\n",
+        "        print(f\"Advertencia: No se encontraron descriptores en {image_path}\")\n",
+        "        return None\n",
+        "\n",
+        "    # Limitar el número de descriptores\n",
+        "    if len(descriptors) > MAX_SIFT_FEATURES:\n",
+        "        indices = np.random.choice(len(descriptors), MAX_SIFT_FEATURES, replace=False)\n",
+        "        descriptors = descriptors[indices]\n",
+        "\n",
+        "    return descriptors"
+      ],
+      "metadata": {
+        "id": "R9ZlhxgN4ONt"
+      },
+      "execution_count": 11,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 250
+        },
+        "id": "5KnqFUGqibpn",
+        "outputId": "996c2e62-5328-414d-f846-fb65ac189d62"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x500 with 7 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Configuración\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "\n",
+        "# Rutas y títulos\n",
+        "image_paths = [\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_rot_15_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_rot_-15_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_flip_v_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_flip_h_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_zoom_in_266.jpg\",\n",
+        "    \"/content/dataset_clahe/ripe papaya/clahe_laplace_gaussian_zoom_out_266.jpg\"\n",
+        "]\n",
+        "\n",
+        "titles = [\"Original\", \"Rot 15°\", \"Rot -15°\", \"Flip V\", \"Flip H\", \"Zoom In\", \"Zoom Out\"]\n",
+        "\n",
+        "# Procesar cada imagen\n",
+        "for i, (path, title) in enumerate(zip(image_paths, titles), 1):\n",
+        "    # Cargar imagen\n",
+        "    img = cv2.imread(path)\n",
+        "    if img is None:\n",
+        "        print(f\"Error: No se pudo cargar {path}\")\n",
+        "        continue\n",
+        "\n",
+        "    # Convertir a escala de grises\n",
+        "    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
+        "\n",
+        "    # Detectar keypoints SIFT\n",
+        "    sift = cv2.SIFT_create()\n",
+        "    keypoints = sift.detect(gray, None)\n",
+        "\n",
+        "    # Dibujar keypoints (con círculos y orientación)\n",
+        "    img_kp = cv2.drawKeypoints(\n",
+        "        cv2.cvtColor(img, cv2.COLOR_BGR2RGB),  # Convertir a RGB para matplotlib\n",
+        "        keypoints,\n",
+        "        None,\n",
+        "        flags=cv2.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS,\n",
+        "        color=(51, 163, 236)  # Color azul para los keypoints\n",
+        "    )\n",
+        "\n",
+        "    # Mostrar\n",
+        "    plt.subplot(1, 7, i)\n",
+        "    plt.imshow(img_kp)\n",
+        "    plt.title(f\"{title}\\n{len(keypoints)} KP\", fontsize=9)\n",
+        "    plt.axis('off')\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()\n",
+        "print()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "KwxUGeu-tlG7"
+      },
+      "source": [
+        "# Bag of Visual Words (BoVW) o VLAD"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "AsRLLIVM1HlY",
+        "outputId": "6078f9cc-7301-4655-9d45-b88b9302629b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1;30;43mストリーミング出力は最後の 5000 行に切り捨てられました。\u001b[0m\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_rot_15_334.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_rot_15_206.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_flip_v_344.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_82.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_zoom_in_166.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_rot_15_285.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_flip_v_90.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_zoom_in_151.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_flip_h_358.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_rot_15_178.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_flip_v_116.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_rot_-15_228.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_rot_-15_168.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_zoom_out_90.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_174.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_zoom_in_123.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe pineapple/clahe_laplace_gaussian_zoom_out_350.jpg\n",
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+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_59.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_302.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_233.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_102.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_258.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_119.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_324.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_194.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_167.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_237.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_323.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_73.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_12.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_233.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_349.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_92.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_184.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_16.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_344.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_203.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_256.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_229.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_281.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_385.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_317.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_158.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_93.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_245.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_327.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_23.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_284.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_185.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_115.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_249.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_48.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_389.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_37.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_173.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_264.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_186.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_161.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_271.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_279.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_377.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_38.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_288.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_228.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_304.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_100.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_185.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_76.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_98.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_37.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_113.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_115.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_253.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_185.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_93.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_369.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_15_100.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_278.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_149.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_246.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_241.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_393.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_328.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_310.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_128.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_342.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_254.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_out_241.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_329.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_101.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_314.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_h_229.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_65.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_flip_v_215.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_316.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_324.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_rot_-15_55.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_224.jpg\n",
+            "Procesando: /content/dataset_clahe/unripe apple/clahe_laplace_gaussian_zoom_in_53.jpg\n",
+            "\n",
+            "Total de imágenes procesadas: 60962\n",
+            "Número de descriptores totales: 1517011\n",
+            "\n",
+            "Creando vocabulario visual con K-means...\n",
+            "Convirtiendo imágenes a histogramas BoVW...\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Configuración de parámetros\n",
+        "NUM_CLUSTERS = 250  # Tamaño del vocabulario visual\n",
+        "\n",
+        "# 3. Cargar datos y extraer descriptores\n",
+        "def load_data(folder_path):\n",
+        "    classes = {'ripe': 1, 'unripe': 0}  # 1 para maduro, 0 para inmaduro\n",
+        "    descriptors_list = []\n",
+        "    labels = []\n",
+        "\n",
+        "    for class_name, class_label in classes.items():\n",
+        "        # Buscar imágenes en subcarpetas de clase\n",
+        "        class_path = os.path.join(folder_path, f\"{class_name}*\")\n",
+        "        image_paths = glob(os.path.join(class_path, \"*.jpg\")) + glob(os.path.join(class_path, \"*.png\"))\n",
+        "\n",
+        "        print(class_path)\n",
+        "\n",
+        "        print(f\"Encontradas {len(image_paths)} imágenes para la clase {class_name}\")\n",
+        "\n",
+        "        for path in image_paths:\n",
+        "            descriptors = extract_sift_features(path)\n",
+        "            if descriptors is not None:\n",
+        "                descriptors_list.append(descriptors)\n",
+        "                labels.append(class_label)\n",
+        "\n",
+        "    return descriptors_list, labels\n",
+        "\n",
+        "# 4. Crear el vocabulario visual\n",
+        "def create_visual_vocabulary(descriptors_list, num_clusters):\n",
+        "    all_descriptors = np.vstack(descriptors_list)\n",
+        "    kmeans = KMeans(n_clusters=num_clusters, random_state=42)\n",
+        "    kmeans.fit(all_descriptors)\n",
+        "    return kmeans\n",
+        "\n",
+        "# 5. Convertir imágenes a histogramas BoVW\n",
+        "def images_to_bovw(descriptors_list, kmeans, num_clusters):\n",
+        "    bovw_histograms = np.zeros((len(descriptors_list), num_clusters))\n",
+        "\n",
+        "    for i, descriptors in enumerate(descriptors_list):\n",
+        "        clusters = kmeans.predict(descriptors)\n",
+        "        bovw_histograms[i] = np.bincount(clusters, minlength=num_clusters)\n",
+        "\n",
+        "    return bovw_histograms\n",
+        "\n",
+        "\n",
+        "\n",
+        "# Ruta a tu dataset (como en tu ejemplo)\n",
+        "folder_path = \"/content/dataset_clahe/\"\n",
+        "\n",
+        "# Cargar datos\n",
+        "print(\"Cargando datos y extrayendo descriptores SIFT...\")\n",
+        "descriptors_list, labels = load_data(folder_path)\n",
+        "\n",
+        "if not descriptors_list:\n",
+        "    print(\"Error: No se encontraron descriptores válidos. Verifica las rutas de las imágenes.\")\n",
+        "else:\n",
+        "  print(f\"\\nTotal de imágenes procesadas: {len(labels)}\")\n",
+        "  print(f\"Número de descriptores totales: {sum(len(d) for d in descriptors_list)}\")\n",
+        "\n",
+        "  # Crear vocabulario visual\n",
+        "  print(\"\\nCreando vocabulario visual con K-means...\")\n",
+        "  kmeans = create_visual_vocabulary(descriptors_list, NUM_CLUSTERS)\n",
+        "\n",
+        "  # Convertir a BoVW\n",
+        "  print(\"Convirtiendo imágenes a histogramas BoVW...\")\n",
+        "  X = images_to_bovw(descriptors_list, kmeans, NUM_CLUSTERS)\n",
+        "  y = np.array(labels)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Machine Learning Pipeline en Scikit-Learn"
+      ],
+      "metadata": {
+        "id": "ovbfq7UE5JmD"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Dividir en train y test\n",
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+        "\n",
+        "# Crear pipeline base\n",
+        "base_pipeline = Pipeline([\n",
+        "    ('scaler', StandardScaler()),\n",
+        "    ('svc', SVC(kernel='linear', random_state=42))\n",
+        "])\n"
+      ],
+      "metadata": {
+        "id": "MSj3t68W5aTP"
+      },
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Optimización de Hiperparámetros"
+      ],
+      "metadata": {
+        "id": "BC9XMBo56mWw"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Definir distribuciones de parámetros para Random Search\n",
+        "param_distributions = {\n",
+        "  'svc__C': loguniform(1e-3, 1),  # Rango más bajo acelera\n",
+        "  'svc__gamma': loguniform(1e-4, 0.1),  # Limitar máximo\n",
+        "  'svc__kernel': ['sigmoid', 'poly','linear'],\n",
+        "}\n",
+        "\n",
+        "# Configurar Random Search\n",
+        "random_search = RandomizedSearchCV(\n",
+        "    estimator=base_pipeline,\n",
+        "    param_distributions=param_distributions,\n",
+        "    n_iter=3,  # Número de combinaciones de parámetros a probar\n",
+        "    cv=2,  # 2-fold cross validation\n",
+        "    scoring='accuracy',\n",
+        "    n_jobs=-1,  # Usar todos los cores disponibles\n",
+        "    random_state=42,\n",
+        "    verbose=2\n",
+        ")\n",
+        "\n",
+        "# Ejecutar Random Search\n",
+        "print(\"\\nIniciando búsqueda aleatoria de hiperparámetros...\")\n",
+        "random_search.fit(X_train, y_train)\n",
+        "\n",
+        "# Mostrar mejores parámetros encontrados\n",
+        "print(\"\\nMejores parámetros encontrados:\")\n",
+        "print(random_search.best_params_)\n",
+        "\n",
+        "# Evaluar el mejor modelo\n",
+        "best_model = random_search.best_estimator_\n",
+        "train_score = best_model.score(X_train, y_train)\n",
+        "test_score = best_model.score(X_test, y_test)\n",
+        "\n",
+        "# Obtener predicciones\n",
+        "y_pred = best_model.predict(X_test)\n",
+        "\n",
+        "# Calcular matriz de confusión\n",
+        "cm = confusion_matrix(y_test, y_pred)\n",
+        "labels = best_model.classes_  # Clases del modelo\n",
+        "\n",
+        "# Graficar con seaborn\n",
+        "plt.figure(figsize=(6, 5))\n",
+        "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n",
+        "            xticklabels=labels, yticklabels=labels, cbar=False)\n",
+        "plt.xlabel('Etiqueta Predicha')\n",
+        "plt.ylabel('Etiqueta Verdadera')\n",
+        "plt.title('Matriz de Confusión del Mejor Modelo')\n",
+        "plt.tight_layout()\n",
+        "plt.show()\n",
+        "\n",
+        "print(\"\\nResultados con el mejor modelo:\")\n",
+        "print(f\"Precisión en entrenamiento: {train_score:.4f}\")\n",
+        "print(f\"Precisión en prueba: {test_score:.4f}\")"
+      ],
+      "metadata": {
+        "id": "Y4xGPxM86i_2",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 689
+        },
+        "outputId": "80607fd8-2602-45ec-8275-1feb465fda3c"
+      },
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "Iniciando búsqueda aleatoria de hiperparámetros...\n",
+            "Fitting 2 folds for each of 3 candidates, totalling 6 fits\n",
+            "\n",
+            "Mejores parámetros encontrados:\n",
+            "{'svc__C': np.float64(0.21830968390524597), 'svc__gamma': np.float64(0.006173770394704574), 'svc__kernel': 'poly'}\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x500 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "Resultados con el mejor modelo:\n",
+            "Precisión en entrenamiento: 0.9960\n",
+            "Precisión en prueba: 0.5552\n"
+          ]
+        }
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
\ No newline at end of file
diff --git "a/Detecci\303\263nMaduraci\303\263n_JuanGomez/video.mkv" "b/Detecci\303\263nMaduraci\303\263n_JuanGomez/video.mkv"
new file mode 100644
index 000000000..c81b12583
Binary files /dev/null and "b/Detecci\303\263nMaduraci\303\263n_JuanGomez/video.mkv" differ