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English(EN) EchoRisk: A Multicentre Echocardiography Dataset and Benchmark for Cardio-Oncology

新的EchoRisk数据集旨在早期检测治疗诱导的心脏毒性

研究人员推出了EchoRisk,这是一个新数据集和基准,旨在早期检测接受治疗的癌症患者的心脏毒性。该数据集源自CARDIOCARE研究,包含来自五个欧洲站点超过400名患者的纵向超声心动图视频。它支持三项任务:估算射血分数、分类左心室功能障碍以及从基线影像预测心脏毒性,初步结果显示在功能评估方面表现强劲,但突出了早期心脏毒性预测仍是一项开放性挑战。 AI

影响 该数据集有望加速人工智能在癌症患者心脏毒性早期检测和预防方面的进展。

排序理由 该项目是一篇研究论文,介绍了一个用于特定医疗应用的新数据集和基准。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.AI 阅读 →

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新的EchoRisk数据集旨在早期检测治疗诱导的心脏毒性

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该项目是一篇研究论文,介绍了一个用于特定医疗应用的新数据集和基准。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Grigorios Kalliatakis, Georgia Karanasiou, Georgios Manikis, Manolis Tsiknakis, Dimitrios Fotiadis, Dorothea Tsekoura, Kalliopi Keramida, Vasileios Bouratzis, Lampros Lakkas, Katerina Naka, Andri Papakonstantinou, Anastasia Constantinidou, Kostas Marias ·

    EchoRisk:心脏肿瘤学中的多中心超声心动图数据集和基准测试

    arXiv:2607.01039v1 Announce Type: cross Abstract: Therapy-induced cardiotoxicity is the leading non-oncological cause of treatment interruption in breast cancer patients, yet early, automated risk stratification from routine cardiac imaging remains an unsolved problem. We present…

  2. arXiv cs.AI TIER_1 English(EN) · Kostas Marias ·

    EchoRisk:心脏肿瘤学中的多中心超声心动图数据集和基准测试

    Therapy-induced cardiotoxicity is the leading non-oncological cause of treatment interruption in breast cancer patients, yet early, automated risk stratification from routine cardiac imaging remains an unsolved problem. We present EchoRisk, the first curated, multicentre, longitu…