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Updated: Jun 26, 2025

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巴洛双胞胎-CXR:增强胸部X射线异常局部化异质数据与跨域自主监督学习

Haoyue Sheng1,2,3, Linrui Ma4,5, Jean-François Samson6

  • 1Département d'informatique et de recherche opérationnelle, Université de Montréal, 2920 chemin de la Tour, Montréal, H3T 1J4, QC, Canada. haoyue.sheng@umontreal.ca.

BMC medical informatics and decision making
|May 16, 2024
PubMed
概括

巴洛双胞胎-CXR通过克服域不一致性来改善胸部X射线异常局部化. 这种自我监督的学习策略提高了放射科医生的诊断准确性和效率,特别是在工作量较高的环境中.

关键词:
异常局部化的局部化.曲线下的面积 曲线下的面积胸部X射线 胸部X射线深度学习是一种深度学习.热地图是一种热地图.平均 平均精度 平均精度医疗图像分析 医学图像分析对象检测检测对象检测对象检测自主监督学习学习转移学习转移学习

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