Midas

关于

MIDAS (Multi-Modal Intelligent Dermoscopy Analysis System) is a comprehensive AI-powered platform designed for detecting skin cancer, integrating deep learning models with a modern web interface. It offers a complete system for patient image uploads, AI-driven risk assessment, and detailed analysis results, alongside portals for doctors and administrators. The system leverages a Python FastAPI backend for ML inference and a Next.js frontend for a rich user experience, supporting various deep learning models for multi-class skin lesion classification.

主要功能

• 7-class skin lesion classification with real-time inference
• AI-powered chat assistant for enhanced user interaction
• Automatic risk level assessment (HIGH/MEDIUM/LOW) and historical analysis tracking
• 2 GitHub stars
• Patient dashboard, Doctor review portal, and Admin analytics
• Multiple model architectures support (e.g., EfficientNet, ResNet, Vision Transformers) with model checkpointing

使用案例

• Aiding in early detection and diagnosis of skin cancer
• Providing a comprehensive platform for dermatological image analysis and patient management
• Serving as a foundation for developing and deploying medical AI applications