SpectraSense AI is a computer vision system that analyzes lip coloration to estimate hemoglobin levels. This research prototype demonstrates the potential for smartphone-based medical screening using advanced machine learning techniques.
# Python 3.8+ required
python --version
# Install dependencies
pip install -r requirements.txt# Start the production server
python production_app.py
# Open your browser to
# 🌐 http://localhost:3000- 📸 Upload a clear lip photo
- ⚡ Wait 2 seconds for AI analysis
- 📊 View comprehensive hemoglobin report
- 🏥 Share results with healthcare providers
| Component | Description | Technology |
|---|---|---|
| 🎨 Frontend | Modern React interface with glassmorphism design | React 18, Vite, CSS3 |
| ⚡ Backend | High-performance Flask API with validation | Flask, NumPy, scikit-learn |
| 🧠 AI Engine | 9-algorithm ensemble with uncertainty quantification | Random Forest, Gradient Boosting, Ridge Regression |
| 🔬 Validation | Comprehensive clinical-grade validation framework | Statistical testing, Bootstrap CI, Cross-validation |
| 📊 Monitoring | Real-time performance and fairness monitoring | Performance profiling, Bias detection |
SpectraSense/
├── ui/ # React frontend
├── code/ # AI & validation systems
├── weights/ # Trained model weights
├── production_app.py # Production server
└── requirements.txt # Dependencies
We welcome contributions from the healthcare AI community!
- Model Improvements: Enhanced algorithms and architectures
- Validation Extensions: Additional clinical validation protocols
- UI/UX Enhancements: Interface improvements and accessibility
- Documentation: Guides, tutorials, and API documentation
- Fork the repository
- Create a feature branch
- Implement your changes with tests
- Submit a pull request with detailed description
IMPORTANT: SpectraSense AI is a research prototype and NOT approved for clinical diagnosis. This tool is intended for research and educational purposes only. Always consult healthcare professionals for medical decisions.
- No Data Storage: Images processed locally, not stored
- Privacy First: No personal information collected
- Secure Processing: All analysis performed client-side when possible
🌟 Star this repository if SpectraSense AI helps advance healthcare AI!
Built with ❤️ for the future of healthcare
SpectraSense AI - Revolutionizing Healthcare Through Computer Vision