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Updated: Jan 17, 2026

Combining Reflectance Confocal Microscopy with Optical Coherence Tomography for Noninvasive Diagnosis of Skin Cancers via Image Acquisition
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Combining Reflectance Confocal Microscopy with Optical Coherence Tomography for Noninvasive Diagnosis of Skin Cancers via Image Acquisition

Published on: August 18, 2022

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异步和焦点联合学习用于根据当地数据稀缺性和类不平衡的皮肤病变分类

Shichao Ma1, Yun-Hin Chan2, Edith C H Ngai2

  • 1School of Biomedical Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Pokfulam, Hong Kong SAR, China; Laboratory of Data Discovery for Health Limited (D(2)4H), Hong Kong Science Park, Hong Kong SAR, China.

Computer methods and programs in biomedicine
|September 13, 2025
PubMed
概括

联合学习 (FL) 在远程医疗中常见的有限,不平衡的数据中扎. 我们的新异步,焦点更新方法在这些具有挑战性的医疗保健环境中显著提高了皮肤病变分类的准确性.

关键词:
阶级不平衡造成的不平衡数据稀缺性 数据稀缺性数字健康数字健康联邦学习学习.皮肤病变的分类 皮肤病变的分类远程医疗远程医疗

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