🧠 DementiaScan-Predict: Rapid Stage Classification 🌟

Welcome! This tool offers rapid, preliminary classification of dementia stages from MRI brain scans. Our core innovation is providing highly efficient and accessible AI diagnostics, perfect for deployment in resource-constrained environments.

🚀 How It Works:

  1. Upload an MRI Scan (T1-weighted image).
  2. Click 'Classify Scan' to trigger the analysis.
  3. Get Instant Results for the predicted dementia stage and confidence.

📤 Input Image

💡 Quick Test Examples:

Click on any image below to load and classify it instantly!
Examples

✅ Prediction Results

📚 Methodology: ORB-BoVW-SVM

We employ a fast, classical Computer Vision pipeline for efficiency:

  • Feature Detection: ORB detects key visual points on the brain scan.
  • Feature Encoding: Bag of Visual Words (BoVW) converts these features into a compact, fixed-size histogram (vector).
  • Classification: The resulting vector is classified using a Support Vector Machine (SVM).

This approach ensures excellent speed and low computational overhead compared to standard deep learning models.