CAA-CLIP: Decoupled Pair and Cultural-Term Adaptation for Chinese Ancient Architecture Image–Text Retrieval
Image–text retrieval for Chinese ancient architecture requires fine-grained discrimination among visually similar sites and alignment with specialist terms that are sparse in general vision–language corpora. We propose CAA-CLIP, a parameter-efficient framework for exact image–annotation retrieval and annotation-derived...