Alzheimer's Classification Using CT Scan Images

This project is designed to classify Alzheimer's disease stages based on CT scan images. The core of the classification model is built using Keras (TensorFlow backend), with a Flask API to handle image processing and classification requests. The frontend is built using React to provide a user-friendly interface for uploading images and viewing results.

Features

• Image Classification: Classifies Alzheimer's disease into different stages (e.g., mild, moderate, severe) using CT scan images.
• Model Training: Built using Keras and TensorFlow, trained on a dataset of CT scan images.
• REST API: Flask API for handling image uploads, preprocessing, and model inference.
• Responsive UI: React frontend allows users to upload CT scan images and view classification results.

Tech Stack

• Frontend: React.js
• Backend: Python Flask, Keras, TensorFlow
• Deep Learning: Keras (TensorFlow backend)
• Version Control: Git

Installation

To set up and run this project locally, follow these steps:

Prerequisites

• Node.js (v14+)
• Python (v3.8+)
• Git
• TensorFlow (v2.0+)

Setup

1. Clone the repository:

   git clone https://github.com/your-username/alzheimers-ct-classification.git
   cd alzheimers-ct-classification

2. Install backend dependencies:

   cd backend
   pip install -r requirements.txt

3. Install frontend dependencies:

   cd ../frontend
   npm install

4. Set up environment variables: Create a .env file in the backend directory and add the following variables:

   FLASK_APP=app.py
   MODEL_PATH=path_to_your_trained_model.h5

5. Run the backend server:

   cd backend
   flask run

6. Run the React frontend: Open a new terminal, and run:

   cd frontend
   npm start

7. View the app: Visit http://localhost:3000 in your browser to interact with the Alzheimer's classification tool.

Project Structure

├── backend
│   ├── app.py
│   ├── model
│   │   └── alzheimers_classifier.py
│   ├── static
│   │   └── uploads
│   ├── templates
│   ├── requirements.txt
├── frontend
│   ├── src
│   │   ├── components
│   │   ├── pages
│   │   ├── App.js
│   ├── public
│   └── package.json
└── README.md