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Updated: Jan 12, 2026

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三维到二维卷积神经网络的卓越性能,用于预测慢性阻塞性肺病患者的空气流限制

Kaoruko Shimizu1, Hiroyuki Sugimori2, Naoya Tanabe3

  • 1Division of Emergent Respiratory and Cardiovascular Medicine, Hokkaido University Hospital, North 15, West 7, Kita-ku, Sapporo, Japan; Department of Respiratory Medicine, Faculty of Medicine, Hokkaido University, North 15, West 7, Kita-ku, Sapporo, Japan.

Respiratory investigation
|November 4, 2025
PubMed
概括

三维卷积神经网络 (3D-CNNs) 在诊断慢性阻塞性肺病 (COPD) 中表现有前途. 这些深度学习模型从CT扫描中准确预测肺功能 (FEV1),超过2D-CNNs和商业软件.

关键词:
%FEV ((1)) 的情况.慢性阻塞性肺病是一种慢性阻塞性肺病.计算机断层扫描 (CT) 是一种计算机断层扫描.深度学习是一种深度学习.预测模型是一个预测模型.

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