DINORANKCLIP outperforms CLIP and RANKCLIP on fine-grained and out-of-distribution tasks by injecting DINOv3 local structure and using third-order ranking consistency trained on Conceptual Captions 3M.
a photograph of a small blue plane sitting on top of a field
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DINORANKCLIP: DINOv3 Distillation and Injection for Vision-Language Pretraining with High-Order Ranking Consistency
DINORANKCLIP outperforms CLIP and RANKCLIP on fine-grained and out-of-distribution tasks by injecting DINOv3 local structure and using third-order ranking consistency trained on Conceptual Captions 3M.