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Satellite Image Classification (CS826 - Group Project)

This project implements satellite image classification using three deep learning models:

  1. Deep Neural Network (DNN)
  2. Convolutional Neural Network (CNN)
  3. Transfer Learning Model (EfficientNet_B0)

Dataset: Public satellite image dataset with four slasses;

  • Cloudy
  • Desert
  • Green Area
  • Water

The project includes:

  • Data preprocessing
  • Model training
  • Evaluation (accuracy, confusion matrix)
  • Comparison of model performance

The idea is to built a system which classifies the full satellite images into 4 environment categories and then mearure success by how accurately it does.

A colab notebook will be provided for final submission.

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