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English(EN) SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery

新的SurgAtlas数据集赋能手术AI模型训练

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员推出了SurgAtlas，一个包含15,291个手术视频、总计2,391小时的综合数据集。该数据集源自YouTube，涵盖18个外科专科和5,000多种手术类型，尤其包括大量开放手术录像。SurgAtlas旨在促进手术基础模型的训练，并且对Qwen3-VL 8B模型的初步微调已在各种手术基准测试中展现出有竞争力的性能。 AI

影响 赋能用于外科培训和潜在实时手术辅助的高级AI系统的开发。

排序理由 该集群描述了一个新的大规模数据集及其在AI模型训练中的应用，属于研究范畴。

在 arXiv cs.CV 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

新的SurgAtlas数据集赋能手术AI模型训练

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该集群描述了一个新的大规模数据集及其在AI模型训练中的应用，属于研究范畴。
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报道来源 [2]

  1. arXiv cs.CV TIER_1 English(EN) · Filippos Bellos, Andre S. Gala-Garza, Miaowei Wang, Alyssa M. Hardin, Ahmad M. Hider, Yayuan Li, Jing Bi, Susan Liang, Chenliang Xu, Donald S. Likosky, Jason J. Corso ·

    SurgAtlas：一个包含2391小时开放和微创手术的大型手术视频语言数据集

    arXiv:2606.25905v1 Announce Type: new Abstract: We introduce SurgAtlas, the largest surgical video-language dataset to date, comprising 15,291 videos (2,391 hours) spanning 18 surgical specialties and over 5,000 procedure types, sourced entirely from publicly available YouTube co…

  2. arXiv cs.CV TIER_1 English(EN) · Jason J. Corso ·

    SurgAtlas：一个包含2391小时开放和微创手术的大型手术视频语言数据集

    We introduce SurgAtlas, the largest surgical video-language dataset to date, comprising 15,291 videos (2,391 hours) spanning 18 surgical specialties and over 5,000 procedure types, sourced entirely from publicly available YouTube content. SurgAtlas is also the first surgical vide…

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