metadata
title: SkinProAI
emoji: 🔬
colorFrom: blue
colorTo: indigo
sdk: docker
app_port: 7860
pinned: false
SkinProAI
AI-assisted dermoscopic lesion analysis for clinical decision support.
Features
- Patient management — create and select patient profiles
- Image analysis — upload dermoscopic images for automated assessment via MedGemma visual examination, MONET feature extraction, and ConvNeXt classification
- Temporal comparison — sequential images are automatically compared to detect change over time
- Grad-CAM visualisation — attention maps highlight regions driving the classification
- Persistent chat history — full analysis cascade is stored and replayed on reload
Architecture
| Layer | Technology |
|---|---|
| Frontend | React 18 + TypeScript (Vite) |
| Backend | FastAPI + uvicorn |
| Vision-language model | MedGemma (Google) via Hugging Face |
| Classifier | ConvNeXt fine-tuned on ISIC HAM10000 |
| Feature extraction | MONET skin concept probes |
| Explainability | Grad-CAM |
Usage
- Open the app and create a patient record
- Click the patient card to open the chat
- Attach a dermoscopic image and send — analysis runs automatically
- Upload further images for the same patient to trigger temporal comparison
- Ask follow-up questions in text to query the AI about the findings
Disclaimer
SkinProAI is a research prototype intended for educational and investigational use only. It is not a certified medical device and must not be used as a substitute for professional clinical judgement.