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NVlabs/CARI4D ★ 222 25 DATA_RESEARCH

CARI4D is the official CVPR 2026 research codebase for category-agnostic 4D reconstruction of human-object interaction from monocular video. It is fundamentally a research pipeline rather than a production application: raw RGB-D video (primarily BEHAVE, plus HODome/InterCap and custom clips) is processed through a chain of external foundation models - UniDepth for metric depth, NLF/SAM3D for human pose, FoundationPose for object tracking - then aligned, rendered into H5 training files, refined by a learned temporal transformer (CoCoNet), and finally optimized at test time to output temporally consistent SMPL-H body parameters, object 6D pose, and hand contact labels. The repo contains training, inference, preprocessing, and evaluation entry points, but no API/service layer; the runnable scripts are research pipeline drivers.

RATING: 7.4/10 REPRO: 6.5/10 MAINT: maintained DRIFT: medium
▸ 5 reusable components found
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