A source-free domain adaptation method using intra-image Shuffle PatchMix augmentation and confidence-margin weighted pseudo-labels reports state-of-the-art accuracy on PACS, VisDA-C, and DomainNet-126.
However, domain shifts can degrade network perfor- mance considerably [1]
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Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation
A source-free domain adaptation method using intra-image Shuffle PatchMix augmentation and confidence-margin weighted pseudo-labels reports state-of-the-art accuracy on PACS, VisDA-C, and DomainNet-126.