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1. LLM4Seg LLM4Seg Public

   [MICCAI 2025] Official code for "Pre-Trained LLM is a Semantic-Aware and Generalizable Segmentation Booster"

   Python 15 1

2. MambaMIM MambaMIM Public

   [MedIA 2025] MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation

   Python 31 2

3. CMUNeXt CMUNeXt Public

   [ISBI 2024 Oral] Official Pytorch Code base for "CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion"

   Python 103 11

4. HySparK HySparK Public

   [MICCAI 2024] HySparK: Hybrid Sparse Masking for Large Scale Medical Image Pre-Training

   Python 17

5. CMU-Net CMU-Net Public

   [ISBI 2023] Official Pytorch implementation of "CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network"

   Python 80 5

6. Hi-End-MAE Hi-End-MAE Public

   Official pytorch code for "Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation"

   Python 15 4