SOURCE-LINKED INTELLIGENCE
MotionSpec: Spectral Trajectory Supervision for Motion-Consistent Video Generation
Recent advances in text-to-video generation have enabled high-fidelity visual synthesis, yet realistic motion remains challenging. Generated videos may exhibit temporal discontinuities, inconsistent action progression, and structural distortions during complex movements. Even when individual frames appear realistic, the underlying motion may evolve in inconsistent or implausible ways. Standard generative objectives provide limited motion-specific supervision, leaving motion evolution insufficiently constrained. In this paper, we propose MotionSpec, a motion supervision framework centered on Sp
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Evidence & attribution
- arXiv · AI, language, vision and robotics · 2026-09-23T13:28:16.000Z
First collected: 2026-09-24T08:22:30.429Z. This is not the publication date.