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真实世界联合学习与知识提炼变压器心脏CT成像
研究数据来自德国八家大学医院,包含 8104 例接受经导管主动脉瓣植入术(TAVI)患者的心脏 CT 扫描影像。数据涵盖不同患者的收缩期或舒张期增强 CT 扫描,且不同医院的数据在标注情况、数据量等方面存在较大差异,如铰链点和冠状动脉开口标注有 7 个位置,膜性间隔标注有 3 个位置,钙化标注有 3 个位置,数据分布极不均衡。为保证模型评估的准确性,每个本地数据集预留 20% ...
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