Geometry-Aware CLIP Retrieval via Local Cross-Modal Alignment and Steering

Nirmalendu Prakash, Narmeen Fatimah Oozeer, Xin Su +8

CLIP retrieval is typically framed as a pointwise similarity problem in a shared embedding space. While CLIP achieves strong global cross-modal alignment, many retrieval failures a…