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cs.CV2026
HumANDiff: Articulated Noise Diffusion for Motion-Consistent Human Video Generation
Tao Hu, Varun Jampani
Despite tremendous recent progress in human video generation, generative video diffusion models still struggle to capture the dynamics and physics of human motions faithfully. In t…
cs.CV2025
MoVieS: Motion-Aware 4D Dynamic View Synthesis in One Second
Chenguo Lin, Yuchen Lin, Panwang Pan +5
We present MoVieS, a Motion-aware View Synthesis model that reconstructs 4D dynamic scenes from monocular videos in one second. It represents dynamic 3D scenes with pixel-aligned G…
cs.CV2025
EX-4D: EXtreme Viewpoint 4D Video Synthesis via Depth Watertight Mesh
Tao Hu, Haoyang Peng, Xiao Liu +1
Generating high-quality camera-controllable videos from monocular input is a challenging task, particularly under extreme viewpoint. Existing methods often struggle with geometric…