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

Contrastive Language-Image Pretraining learns a shared representation space through large-scale contrastive learning. However, existing methods that enforce global consistency regularization overlook a key challenge: the inherent information asymmetry between images and text: captions typically desc...