arXiv Machine Learning
Jul 14

Neural Human Pose Prior

arXiv:2507. 12138v2 Announce Type: replace-cross Abstract: We introduce a principled, data-driven approach for modeling a neural prior over human body poses using normalizing flows.

By Michal Heker, Sefy Kagarlitsky, David Tolpin
arXiv Computer Vision
2d ago

Feed-Forward Multi-view Multi-person Reconstruction with Contrastive Human-Aware 3D Representation

The paper introduces a top‑down approach for multi‑person 3D reconstruction from multiple views, using a unified, instance‑centric human‑aware 3D space. Observations from different cameras are lifted into this shared space where geometry, appearance, and semantic cues are jointly encoded, and a spatial contrastive learning strategy aligns features of the same person across views while separating different individuals. The method then regresses SMPL parameters from 3D tokens in a feed‑forward manner, achieving robust, accurate, and efficient reconstruction even under severe occlusions.

By Yuanwang Yang, Buzhen Huang, Zongxuan Ren, Jing Huang, Kun Li