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Jul, 2021
基于GAN的胸部X光分类数据增强
GAN-based Data Augmentation for Chest X-ray Classification
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Shobhita Sundaram, Neha Hulkund
TL;DR
本文探讨了在医疗领域电脑视觉技术中普遍存在的数据样本数量不足和分类失衡的问题,并通过使用生成对抗网络技术来增强数据集以改善网络性能,结果表明这种方法适用于低数据的情况,是值得进一步研究的领域。
Abstract
A common problem in
computer vision
-- particularly in
medical applications
-- is a lack of sufficiently diverse, large sets of training data. These datasets often suffer from severe class imbalance. As a result,
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