{
 "id": "ethanshili/EndoDiffVQA",
 "owner": "ethanshili",
 "name": "EndoDiffVQA",
 "downloads": 54,
 "likes": 0,
 "last_modified": "2026-10-30T19:08:47.000Z",
 "stated_licence": "other",
 "stated_from": "tag",
 "licence_name": "upstream-non-commercial-research",
 "licence_link": "LICENSE",
 "file_licence": "cc-by-nc-sa-4.0",
 "licence_files": [
  "LICENSE"
 ],
 "sources": [],
 "gated": "manual",
 "tasks": [
  "visual-question-answering",
  "video-text-to-text"
 ],
 "citation": "Non-commercial academic research only. Each source keeps its upstream licence:\n\n- **cholect50_caption** — CholecT50 (CAMMA, University of Strasbourg): CC BY-NC-SA 4.0 (registration form) — per the upstream project page  ⚠️ *not verified against an upstream LICENSE file — confirm before relying on it*\n- **multibypass_caption** — MultiBypass140 (CAMMA — StrasBypass70 + BernBypass70): CC BY-NC-SA 4.0 (non-commercial research, no registration)\n- **chole_score** — CholeScore (OSATS STS skill annotations over cholecystectomy video): unknown — confirm with the data provider before redistributing  ⚠️ *not verified against an upstream LICENSE file — confirm before relying on it*\n- **multibypass_skill** — MultiBypass140 skill annotations (GOALS): CC BY-NC-SA 4.0 (non-commercial research, no registration)\n\nCite the upstream datasets alongside this release:\n\n- Nwoye et al., Rendezvous: Attention mechanisms for the recognition of surgical action triplets in endoscopic videos, Medical Image Analysis, 2022.\n- Lavanchy et al., Challenges in multi-centric generalization: phase and step recognition in Roux-en-Y gastric bypass surgery, IJCARS, 2024.\n- Lavanchy et al., IJCARS, 2024 (skill annotations of the same release).",
 "signal": "restrictive",
 "reason": "The dataset card's licence name or licence section contains wording that suggests non-commercial, research-only or academic-only use restrictions.",
 "revision": "2e88a04c6243fb3ea2035adbb747af394117b779",
 "stated_evidence": "https://huggingface.co/datasets/ethanshili/EndoDiffVQA/blob/2e88a04c6243fb3ea2035adbb747af394117b779/README.md",
 "file_evidence": "https://huggingface.co/datasets/ethanshili/EndoDiffVQA/blob/2e88a04c6243fb3ea2035adbb747af394117b779/LICENSE",
 "card_nc": true
}