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@med-air

Med-AIR@CUHK

Medical Image Analysis, Machine Learning, Surgical Data Science, Robotics

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  1. FedBN FedBN Public

    [ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

    Python 221 36

  2. EndoNeRF EndoNeRF Public

    Neural Rendering for Stereo 3D Reconstruction of Deformable Tissues in Robotic Surgery

    Python 175 15

  3. Endo-FM Endo-FM Public

    [MICCAI'23] Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train

    Python 144 14

  4. 3DSAM-adapter 3DSAM-adapter Public

    Holistic Adaptation of SAM from 2D to 3D for Promptable Medical Image Segmentation

    Python 131 12

  5. SurRoL SurRoL Public

    [IROS'21] SurRoL: An Open-source Reinforcement Learning Centered and dVRK Compatible Platform for Surgical Robot Learning

    Python 119 19

  6. HarmoFL HarmoFL Public

    [AAAI'22] HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images

    Python 78 16

Repositories

Showing 10 of 28 repositories
  • GazeMedSeg Public

    [MICCAI'24] Weakly-supervised Medical Image Segmentation with Gaze Annotations

    med-air/GazeMedSeg’s past year of commit activity
    Python 2 0 0 0 Updated Jul 10, 2024
  • CMC Public

    This code is implementation of MICCAI 2024 "Robust Semi-Supervised Multimodal Medical Image Segmentation via Cross Modality Collaboration"

    med-air/CMC’s past year of commit activity
    Python 1 MIT 0 0 0 Updated Jul 8, 2024
  • med-air/PICG2scoring’s past year of commit activity
    Python 4 0 0 0 Updated Jul 7, 2024
  • TraumaDet Public

    [MICCAI'24] Language-Enhanced Local-Global Aggregation Network for Multi-Organ Trauma Detection

    med-air/TraumaDet’s past year of commit activity
    Python 2 0 0 0 Updated Jul 5, 2024
  • HeteroPFL Public

    [ICLR'24] Heterogeneous Personalized Federated Learning by Local-Global Updates Mixing via Convergence Rate

    med-air/HeteroPFL’s past year of commit activity
    Python 8 0 0 0 Updated Jul 2, 2024
  • SoftTissueDeformation Public

    [IEEE TMI'24] Self-Supervised Cyclic Diffeomorphic Mapping for Soft Tissue Deformation Recovery in Robotic Surgery Scenes

    med-air/SoftTissueDeformation’s past year of commit activity
    1 0 0 0 Updated Jun 25, 2024
  • SurRoL Public

    [IROS'21] SurRoL: An Open-source Reinforcement Learning Centered and dVRK Compatible Platform for Surgical Robot Learning

    med-air/SurRoL’s past year of commit activity
    Python 119 MIT 19 1 0 Updated May 21, 2024
  • TOP-aSAH Public
    med-air/TOP-aSAH’s past year of commit activity
    Python 1 0 0 0 Updated May 13, 2024
  • TOP-GPM Public
    med-air/TOP-GPM’s past year of commit activity
    Python 11 Apache-2.0 0 1 0 Updated Apr 9, 2024
  • Endo-FM Public

    [MICCAI'23] Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train

    med-air/Endo-FM’s past year of commit activity
    Python 144 Apache-2.0 14 7 0 Updated Mar 27, 2024

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