Caption-Matching generates image captions via pre-trained VLMs and matches them across domains to achieve SOTA CDIR performance on Office-Home and DomainNet without labeled data or fine-tuning.
Correspondence-free domain alignment for unsupervised cross-domain image retrieval,
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Caption-Matching: A Multimodal Approach for Cross-Domain Image Retrieval
Caption-Matching generates image captions via pre-trained VLMs and matches them across domains to achieve SOTA CDIR performance on Office-Home and DomainNet without labeled data or fine-tuning.