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Apr, 2021
基于GAN的皮肤病变分析数据增广和匿名化：关键综述
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review
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Alceu Bissoto, Eduardo Valle, Sandra Avila
TL;DR
使用生成对抗网络进行皮肤病变分析的数据增强试验仅在分布不同的测试集上表现良好，在数据匿名化方面也只在分布不同的测试集上表现良好。因此，对于医学应用需要谨慎使用此技术。
Abstract
Despite the growing availability of high-quality public datasets, the lack of training samples is still one of the main challenges of
deep-learning
for
skin lesion analysis
.
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