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This work forms automatic prompting as lightweight point-set planning and isolate the point source under a frozen pathway for frozen SAM, a 1.52M-parameter plug-in point-set planner for frozen SAM that preserves SAM's point-prompt interface and enables reuse across backbones.
By intelligently deciding when to zoom in on audio-video content, OmniReasoner boosts reasoning accuracy while reducing computational costs, transforming how LLMs handle complex multimodal inputs.
