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Introduction

This is a front-end system for brain tumor detection based on YOLOv11 model.

🔧 Features

  • 📁 Multiple File Upload

    Support uploading and processing multiple medical images in one session.

  • 🧠 Brain Tumor Detection Visualization

    Automatically highlights predicted tumor regions with bounding boxes, showing the tumor type and confidence score. Users can zoom in on images for detailed inspection.

  • ⚙️ Customizable Detection Parameters

    Allows users to set the confidence threshold and Intersection over Union (IoU) threshold to adjust the sensitivity and precision of the detection results.

  • 🕒 Detection History Management

    Keeps a detailed log of all previous detection results. Users can browse, export, or delete historical records as needed.

  • 🌐 Multilingual Interface (Chinese & English)

    Provides an easy switch between Chinese and English interfaces to accommodate different language preferences.

  • 🎨 Theme Switching Support

    Offers light and dark mode options to enhance visual comfort based on user preference.

Demo Video

demo_video.mp4

Model Performance

Model $mAP50$ $AP_{No\ tumor}50$ $AP_{glioma}50$ $AP_{meningioma}50$ $AP_{pituitary}50$ $AP_{space-occupying\ lesion}50$
Baseline 65.0% 98%​ 53%​ 94%​ 80%​ 0%​
Ours 67.3%​ 97.5%​ 68.7%​ 92.7% 77.5%​ 0%​

PR_curve

Project Structure

Brain-Tumor-Detection/
|
├── static/
|   ├── css/
|   |   ├── auth.css
|   |   ├── sidebar.css
|   |   └── styles.css
|   |
|   ├── images/
|   |   └── icons/
|   |
|   ├── js/
|   |   ├── app.js
|   |   ├── i18n.js
|   |   ├── language.js
|   |   ├── theme.js
|   |   └── verify.js 
|   |
|   └── results/  
|
├── templates/
|   ├── index.html
|   ├── login.html
|   └── register.html
|
├── app.py
├── archive.yaml
├── yolo.py
└── yolo11l.pt        

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