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aspect-guided regularization 1contrastive learning 1image-text alignment 1multimodal models 1representation learning 1

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1 paper

cs.CV2026

AspectCLIP: Optimizing CLIP Representation Space via Aspect-Guided Consistency Regularization

Yiyang Yao, Shanglin Liu, Jianming Lv +4

The paper introduces AspectCLIP, a method that groups image-text pairs by shared textual aspects and applies consistency regularization within these groups to avoid forcing unrelat…