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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.
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