mlsanityData to 7 Oct 2026

MOSaiC: a Web-based Platform for Collaborative Medical Video Assessment and Annotation

arXiv 2312.08593 ↗First posted 14 Dec 2023cs.CVcited by 11

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Abstract (arXiv)

This technical report presents MOSaiC 3.6.2, a web-based collaborative platform designed for the annotation and evaluation of medical videos. MOSaiC is engineered to facilitate video-based assessment and accelerate surgical data science projects. We provide an overview of MOSaiC's key functionalities, encompassing group and video management, annotation tools, ontologies, assessment capabilities, and user administration. Finally, we briefly describe several medical data science studies where MOSaiC has been instrumental in the dataset development.

Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). Builds on 0 of its 6 references that are in the map. First posted on arXiv 14 Dec 2023.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 1; 2024: 0; 2025: 5; 2026: 5.

11 papers.

  1. 2023Challenges in Multi-centric Generalization: Phase and Step Recognition in Roux-en-Y Gastric Bypass Surgerycited by 40
  2. 2025The SAGES Critical View of Safety Challenge: A Global Benchmark for AI-Assisted Surgical Quality Assessmentcited by 6
  3. 2025When do they StOP?: A First Step Towards Automatically Identifying Team Communication in the Operating Roomcited by 4
  4. 2025Early Operative Difficulty Assessment in Laparoscopic Cholecystectomy via Snapshot-Centric Video Analysiscited by 1
  5. 2026DExTeR: Weakly Semi-Supervised Object Detection with Class and Instance Experts for Medical Imagingcited by 1
  6. 2026GEN-Guard: Correcting Generalization Failures for Deployable Federated Surgical AIcited by 1
  7. 2025Expert Consensus-based Video-Based Assessment Tool for Workflow Analysis in Minimally Invasive Colorectal Surgery: Development and Validation of ColoWorkflowcited by 0
  8. 2025Artificial Intelligence for the Assessment of Peritoneal Carcinosis during Diagnostic Laparoscopy for Advanced Ovarian Cancercited by 0
  9. 2026Where are they looking in the operating room?cited by 0
  10. 2026SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognitioncited by 0
  11. 2026Artificial Intelligence for Workflow Analysis in Colorectal Surgery: A Multicentric, Cross-Procedural Development and Generalization Studycited by 0