To address this issue, we propose Cross-Modal Insights Knowledge Distillation (CIKD), a novel framework that leverages the cross-modal knowledge provided by the CLIP to improve student performance.

To address the distribution bias between the pre-trained model and the downstream domain, an innovative domain-aware knowledge de-biasing strategy, DKD, is introduced to improve the generalization ...

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