Visual query segmentation segments all pixel-level object occurrences in untrimmed videos via external visual queries, and the VQS-4K benchmark with VQ-SAM advances this new paradigm.
Palette enables modular, efficient relaxation of LLM refusal behaviors for authorized domains via lightweight adaptation and parameter merging while preserving general safety.