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基准测试常见的不确定性估计方法与域转移和标签噪声下的基因病理图像

Hendrik A Mehrtens1, Alexander Kurz1, Tabea-Clara Bucher1

  • 1Division of Digital Biomarkers for Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.

Medical image analysis
|August 6, 2023
PubMed
概括

组织病理学中的深度学习模型必须评估不确定性以进行可靠的分类. 方法集可以提高稳定性,并且拒绝不确定的预测可以显著提高关键应用中的准确性.

关键词:
深度学习是一种深度学习.域名转移 域名转移域名转移组织病理学 组织病理学标签噪声 标签噪声坚固性 坚固性不确定性估计估计不确定性

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