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cs.CV2026

MotiMotion: Motion-Controlled Video Generation with Visual Reasoning

Lee Hsin-Ying, Hanwen Jiang, Yiqun Mei +3

Current motion-controlled image-to-video generation models rigidly follow user-provided trajectories that are often sparse, imprecise, and causally incomplete. Such reliance often…