Kun Ni

AdaMerge: Tuning-Free Patch Compression for Multi-Vector Visual Document Retrieval

Multi-vector visual document retrieval (VDR) models such as ColPali and ColNomic achieve strong accuracy by representing each document with hundreds to thousands of patch-level embeddings, at substantial storage and latency cost. Existing compression methods either prune unimportant patches or merge similar ones into c...