AspectCLIP: Optimizing CLIP Representation Space via Aspect-Guided Consistency Regularization
This work proposes AspectCLIP, a framework that reformulates consistency regularization to respect this one-to-many structure, and demonstrates that AspectCLIP consistently outperforms traditional methods and achieves a more structured representation space.