readme.md

metadata

title: AI Liver Segmentation
emoji: 🫀
colorFrom: red
colorTo: pink
sdk: gradio
sdk_version: 4.8.0
app_file: app.py
pinned: false
license: mit

🫀 AI-Powered Liver Segmentation

Automatic liver segmentation from CT scans using SwinUNETR (Vision Transformer).

📊 Model Performance

• Architecture: SwinUNETR with gradient checkpointing
• Dataset: Medical Segmentation Decathlon (Task03_Liver)
• Dice Score: 95.5% ± 2.0% on test set

🚀 Features

• Upload CT scans in NIfTI format
• Real-time liver segmentation
• Interactive slice visualization
• Download segmentation masks

🛠️ Tech Stack

• PyTorch
• MONAI
• Gradio
• Hugging Face Spaces

⚠️ Disclaimer

This is a research prototype and should not be used for clinical diagnosis.