Adding representation-level and structure-aware distillation from single-modal teachers to cross-modal contrastive training improves both cross-modal and single-modal retrieval under modality imbalance.
Cross- modal retrieval with partially mismatched pairs,
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Rebalanced Vision-Language Retrieval Considering Structure-Aware Distillation
Adding representation-level and structure-aware distillation from single-modal teachers to cross-modal contrastive training improves both cross-modal and single-modal retrieval under modality imbalance.