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The research group CAMMA (Computational Analysis and Modeling of Medical Activities) led by Prof. Nicolas Padoy aims at developing new tools and methods based on computer vision, medical image analysis and machine learning to perceive, model, analyze and support clinician and staff activities in the operating room (OR) using the vast amount of digital data generated during surgeries. We are a joint group of the University of Strasbourg and the IHU MixSurg institute. We are also part of the wider research team AVR (Automatics, Vision and Robotics) in the ICube institute. We are located on the campus of Strasbourg’s University Hospital in the facilities of IHU Strasbourg and collaborate closely with the IRCAD institute and the Nouvel Hopital Civil.

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  1. ConvLSTM-Surgical-Tool-Tracker ConvLSTM-Surgical-Tool-Tracker Public

    This repo contains an implementation code for the weakly supervised surgical tool tracker. In this research, the temporal dependency in surgical video data is modeled using a convolutional LSTM whi…

    Python 41 12

  2. TF-Cholec80 TF-Cholec80 Public

    Library packaging the Cholec80 dataset for easy handling with Tensorflow.

    Jupyter Notebook 37 7

  3. ORPose-Depth ORPose-Depth Public

    Inference demo and evaluation scripts for the MICCAI-2019 paper "Human Pose Estimation on Privacy-Preserving Low-Resolution Depth Images"

    Python 22 4

  4. SelfSupSurg SelfSupSurg Public

    Official repository for "Dissecting Self-Supervised Learning Methods for Surgical Computer Vision"

    Python 40 13

  5. MVOR MVOR Public

    Multi-View Operating Room (MVOR) dataset consists of synchronized multi-view frames recorded by three RGB-D cameras in a hybrid OR during real clinical interventions. We provide camera calibration …

    Python 60 9

  6. cholect50 cholect50 Public

    A repository for surgical action triplet dataset. Data are videos of laparoscopic cholecystectomy that have been annotated with <instrument, verb, target> labels for every surgical fine-grained act…

    Python 56 5

Repositories

Showing 10 of 43 repositories
  • Self-MVA Public

    Official code for "Learning from Synchronization: Self-Supervised Uncalibrated Multi-View Person Association in Challenging Scenes"

    CAMMA-public/Self-MVA’s past year of commit activity
    Python 3 0 0 0 Updated Jun 10, 2025
  • SurgVLP Public

    Learning multi-modal representations by watching hundreds of surgical video lectures

    CAMMA-public/SurgVLP’s past year of commit activity
    Python 62 2 5 0 Updated Jun 9, 2025
  • TFUScapes Public
    CAMMA-public/TFUScapes’s past year of commit activity
    Python 3 0 1 0 Updated Jun 3, 2025
  • ORPose-Depth Public

    Inference demo and evaluation scripts for the MICCAI-2019 paper "Human Pose Estimation on Privacy-Preserving Low-Resolution Depth Images"

    CAMMA-public/ORPose-Depth’s past year of commit activity
    Python 22 4 4 0 Updated May 23, 2025
  • MVOR Public

    Multi-View Operating Room (MVOR) dataset consists of synchronized multi-view frames recorded by three RGB-D cameras in a hybrid OR during real clinical interventions. We provide camera calibration parameters, color and depth frames, human bounding boxes, and 2D/3D pose annotations. The MVOR was released in the MICCAI-LABELS 2018 workshop.

    CAMMA-public/MVOR’s past year of commit activity
    Python 60 9 1 0 Updated May 23, 2025
  • ORPose-Color Public

    Inference demo for the MICCAI-2020 paper "Self-supervision on Unlabelled OR Data for Multi-person 2D/3D Human Pose Estimation"

    CAMMA-public/ORPose-Color’s past year of commit activity
    Python 11 1 0 0 Updated May 23, 2025
  • AI4surgery Public

    Short tutorial supplementing the Neural Networks and Deep Learning chapter from Artificial Intelligence in Surgery: An AI Primer for Surgical Practice designed to offer hands-on experience with artificial neural networks to surgeons with little to no coding experience.

    CAMMA-public/AI4surgery’s past year of commit activity
    Jupyter Notebook 17 4 0 0 Updated May 23, 2025
  • HPE-AdaptOR Public

    Code for Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the OR

    CAMMA-public/HPE-AdaptOR’s past year of commit activity
    Python 4 0 1 0 Updated May 23, 2025
  • SelfSupSurg Public

    Official repository for "Dissecting Self-Supervised Learning Methods for Surgical Computer Vision"

    CAMMA-public/SelfSupSurg’s past year of commit activity
    Python 40 13 3 0 Updated May 23, 2025
  • ScalingSurgicalSSL Public Forked from CAMMA-public/SelfSupSurg

    Official repository for "Jumpstarting Surgical Computer Vision"

    CAMMA-public/ScalingSurgicalSSL’s past year of commit activity
    Python 0 13 0 0 Updated May 23, 2025

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