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

新数据集和管道推动AI对手术视频的理解

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员开发了新的数据集和管道，以提高视觉语言模型（VLM）对手术视频的理解能力。SurgAtlas是一个大规模数据集，包含超过2391小时的手术视频，涵盖开放和微创手术，并提供多样化的注释用于训练基础模型。此外，SurgSTU-Pipeline生成手术视频的细粒度时空问答样本，解决了手动创建此类数据集的挑战。当应用于现有的手术视频数据时，该管道创建了SurgSTU数据集，该数据集已被证明可以增强VLM在手术情境下的时空理解能力。 AI

影响 这些进展可能带来更先进的计算机辅助手术和医学培训AI工具。

排序理由 该集群描述了介绍用于手术视频理解的数据集和管道的新研究论文。

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新数据集和管道推动AI对手术视频的理解

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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Jiashuo Sun, Yue He, Wenxuan Liu, Tao Mao, Jiazheng Wang, Xiang Chen, Min Liu ·

    SurgVLA-Bench：迈向量化评估腹腔镜手术机器人视觉-语言-动作模型

    arXiv:2606.29247v1 Announce Type: new Abstract: Vision-Language-Action (VLA) models represent a promising direction for embodied intelligence in surgical robotics. Despite the prevalence of VLA benchmarks for general robotics, standardized evaluation platforms specifically design…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    SurgAtlas：一个包含2391小时开放式和微创手术的大规模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…

  3. arXiv cs.CV TIER_1 English(EN) · Lennart Maack, Alexander Schlaefer ·

    一种丰富手术视频数据集的方法，用于视觉-语言模型的细粒度时空理解

    arXiv:2604.00784v2 Announce Type: replace Abstract: Surgical video understanding is a crucial prerequisite for advancing Computer-Assisted Surgery. While vision-language models (VLMs) have recently been applied to the surgical domain, existing surgical vision-language datasets la…

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