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Abstract: We introduce Motion-Grounded Video Reasoning, a new motion understanding task that requires generating visual answers (video segmentation masks) according to the input question, and hence ...
Multimodal Information Decoupling Enhanced Prompt: We propose a novel decoupling strategy, which decouples MLLM-generated annotations into distinct, label-rich text/visual representations, enabling ...