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GitHub / CAMMA-public 10 Repositories

CAMMA-public/rendezvous

A transformer-inspired neural network for surgical action triplet recognition from laparoscopic videos.

Language: Python - Size: 2.24 MB - Last synced at: 3 days ago - Pushed at: almost 2 years ago - Stars: 26 - Forks: 10

CAMMA-public/UltraSam

Language: Python - Size: 14.7 MB - Last synced at: 2 days ago - Pushed at: 6 months ago - Stars: 64 - Forks: 7

CAMMA-public/Self-MVA

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

Language: Python - Size: 28.9 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 3 - Forks: 0

CAMMA-public/surgitrack

Language: HTML - Size: 8.96 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 6 - Forks: 0

CAMMA-public/cholectrack20

Dataset for multi-perspective surgical tool tracking

Language: Python - Size: 215 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 15 - Forks: 2

CAMMA-public/SurgVLP

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

Language: Python - Size: 11.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 62 - Forks: 2

CAMMA-public/TFUScapes

Language: Python - Size: 103 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 0

CAMMA-public/MultiBypass140

Language: Python - Size: 12.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 12 - Forks: 2

CAMMA-public/SurgLatentGraph

This repository contains the code associated with our 2023 TMI paper "Latent Graph Representations for Critical View of Safety Assessment" and our MICCAI 2023 paper "Encoding Surgical Videos as Spatiotemporal Graphs for Object and Anatomy-Driven Reasoning".

Language: Python - Size: 4.98 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 27 - Forks: 3

CAMMA-public/endogen

Surgical Text-To-Image Generation

Language: HTML - Size: 207 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 1

CAMMA-public/ivtmetrics

A Python evaluation metrics package for surgical action triplet recognition

Language: Python - Size: 134 KB - Last synced at: 8 days ago - Pushed at: 8 months ago - Stars: 17 - Forks: 2

CAMMA-public/Team-OR

Language: Python - Size: 32 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

CAMMA-public/PeskaVLP

Language: Python - Size: 915 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 3 - Forks: 1

CAMMA-public/Surg-FTDA

Language: Python - Size: 457 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 7 - Forks: 1

CAMMA-public/SelfPose3d

Official code for "SelfPose3d: Self-Supervised Multi-Person Multi-View 3d Pose Estimation"

Language: Python - Size: 74.1 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 45 - Forks: 6

CAMMA-public/Endoscapes

Official Repository for the Endoscapes Dataset for Surgical Scene Segmentation, Object Detection, and Critical View of Safety Assessment

Size: 5.41 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 39 - Forks: 1

CAMMA-public/peskavlp.github.io

Language: JavaScript - Size: 621 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

CAMMA-public/SSG-VQA

SSG-VQA is a Visual Question Answering (VQA) dataset on laparoscopic videos providing diverse, geometrically grounded, unbiased and surgical action-oriented queries generated using scene graphs.

Language: Python - Size: 2.39 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 28 - Forks: 1

CAMMA-public/cholect50

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 activity.

Language: Python - Size: 39.6 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 36 - Forks: 4

CAMMA-public/cholect45

Laparoscopic video dataset for surgical action triplet recognition

Language: Python - Size: 1.69 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 37 - Forks: 2

CAMMA-public/ScalingSurgicalSSL Fork of CAMMA-public/SelfSupSurg

Official repository for "Jumpstarting Surgical Computer Vision"

Language: Python - Size: 42.7 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

CAMMA-public/cholectriplet2022

CholecTriplet 2022 challenge on surgical action triplet detection

Language: Jupyter Notebook - Size: 6.12 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 3

CAMMA-public/ConvLSTM-Surgical-Tool-Tracker

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 which is trained only on image level labels to detect, localize and track surgical instruments.

Language: Python - Size: 3.48 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 37 - Forks: 10

CAMMA-public/cholectriplet2021

Language: Jupyter Notebook - Size: 1.87 MB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 2

CAMMA-public/MTMS-TCN-Phase-Step-Bypass

Size: 1.95 KB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

CAMMA-public/TF-Cholec80

Library packaging the Cholec80 dataset for easy handling with Tensorflow.

Language: Jupyter Notebook - Size: 705 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 14 - Forks: 5

CAMMA-public/mcit-ig

Language: Python - Size: 293 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

CAMMA-public/rendezvous-in-time

rendezvous-in-time

Language: Python - Size: 219 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 2

CAMMA-public/SelfSupSurg

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

Language: Python - Size: 42.7 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 18 - Forks: 4

CAMMA-public/indexity

Indexity is a web-based tool designed for medical video annotation in surgical data science projects.

Language: TypeScript - Size: 6.32 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

CAMMA-public/out-of-body-detector

Application for classifying out-of-body images in endoscopic videos

Language: Python - Size: 1.88 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 1

CAMMA-public/AI4surgery

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.

Language: Jupyter Notebook - Size: 3.35 MB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 12 - Forks: 3

CAMMA-public/MVOR

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.

Language: Python - Size: 8.77 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 32 - Forks: 9

CAMMA-public/tripnet

Language: Python - Size: 2.46 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2

CAMMA-public/.github

Size: 34.5 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

CAMMA-public/Surgical-Phase-Recognition

Demo for surgical phase recognition on videos of laparoscopic cholecystectomy using a CNN-biLSTM-CRF model presented in "Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition" (IPCAI 2019)

Language: Jupyter Notebook - Size: 488 KB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 10 - Forks: 0

CAMMA-public/ORPose-Depth

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

Language: Python - Size: 4.83 MB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 12 - Forks: 3

CAMMA-public/ORPose-Color

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

Language: Python - Size: 7.36 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 9 - Forks: 1

CAMMA-public/HPE-AdaptOR

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

Language: Python - Size: 56 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 0

CAMMA-public/attention-tripnet

Language: Python - Size: 4.92 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 1

CAMMA-public/cvs_annotator

Application for reviewing and annotating frames with critical view of safety (CVS) criteria and other relevant information

Language: Python - Size: 522 KB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0