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Apr, 2023
面向域泛化的语义感知混合
Semantic-Aware Mixup for Domain Generalization
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Chengchao Xu, Xinmei Tian
TL;DR
该研究提出了一种基于语义的混合策略(SAM)来解决深度神经网络在遇到未知目标域时的泛化问题,在傅里叶谱的启示下,SAM将混合策略应用于傅里叶相位和振幅信息,有效地提高了图像分类任务的准确性。
Abstract
deep neural networks
(DNNs) have shown exciting performance in various tasks, yet suffer generalization failures when meeting unknown target domains. One of the most promising approaches to achieve
domain generalization
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