AINeutralarXiv – CS AI · 10h ago6/10
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TriMotion: Modality-Agnostic Camera Control for Video Generation
TriMotion introduces a modality-agnostic framework enabling video generation controlled through multiple input types—video, pose trajectories, or text—by mapping them to a shared motion embedding space. The approach includes a new Motion Triplet Dataset and latent motion consistency objectives, achieving high-fidelity camera-controlled video generation with applications in motion composition and cross-modal interpolation.