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README.md
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- ct
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- lower-extremity
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- body-composition
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- nnunet
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- computer-vision
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pipeline_tag: image-segmentation
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**GitHub:** [https://github.com/gogochen07/LegSegNet](https://github.com/gogochen07/LegSegNet)
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**LegSegNet** is a deep learning system for lower-extremity CT tissue segmentation and body composition quantification.
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## Model Details
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- **Task:** Lower
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- **Input:** Lower
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- **Output:** Multi-class segmentation mask and body composition measurements
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- **Labels:** Background, SAT, skeletal muscle,
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- **Backbone:** nnU-Net-based segmentation model
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## Usage
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Please refer to the GitHub repository for
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[https://github.com/gogochen07/LegSegNet](https://github.com/gogochen07/LegSegNet)
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- ct
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- lower-extremity
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- body-composition
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- computer-vision
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pipeline_tag: image-segmentation
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---
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**GitHub:** [https://github.com/gogochen07/LegSegNet](https://github.com/gogochen07/LegSegNet)
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**LegSegNet** is a deep learning system for lower-extremity CT tissue segmentation and body composition quantification.
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Given an input CT scan, LegSegNet segments four tissue compartments: **bone**, **skeletal muscle**, **subcutaneous adipose tissue (SAT)**, and **inter- and intramuscular adipose tissue (IMAT)**.
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The system can further convert predicted masks into quantitative measurements, including tissue area, tissue volume, CT attenuation, and tissue-volume ratios, supporting downstream medical image analysis.
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## Model Details
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- **Task:** Lower extremity CT tissue segmentation
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- **Input:** Lower extremity CT images/volumes
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- **Output:** Multi-class segmentation mask and body composition measurements
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- **Labels:** Background, SAT, skeletal muscle, IAT, bone
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## Usage
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Please refer to the GitHub repository for more details:
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[https://github.com/gogochen07/LegSegNet](https://github.com/gogochen07/LegSegNet)
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