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cs.CV 1

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2026 1

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MotiMotion: Motion-Controlled Video Generation with Visual Reasoning

cs.CV · 2026-05-21 · unverdicted · novelty 7.0

MotiMotion adds visual reasoning via a training-free VLM to refine primary trajectories and hallucinate secondary motions, plus a confidence-aware guidance scheme, yielding more plausible interactions on the new MotiBench benchmark.

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  • MotiMotion: Motion-Controlled Video Generation with Visual Reasoning cs.CV · 2026-05-21 · unverdicted · none · ref 77

    MotiMotion adds visual reasoning via a training-free VLM to refine primary trajectories and hallucinate secondary motions, plus a confidence-aware guidance scheme, yielding more plausible interactions on the new MotiBench benchmark.