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3d-segmentation

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Deep learning project using EfficientPS for panoptic segmentation on medical images. Combines semantic & instance segmentation for precise organ and instrument detection. Ideal for medical image analysis, computer vision, healthcare AI and research.

  • Updated May 24, 2025
  • Jupyter Notebook

End-to-end UNet3D stack for volumetric medical segmentation: training utilities, FastAPI inference API, Streamlit review UI, Docker deployment, and a model card. Upload NIfTI volumes, get masks back, and visualize slices/IoU plots from experiments. Built for reproducible research and production-grade serving

  • Updated Dec 13, 2025
  • Python

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