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CamGeo

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Related Articles from SNS

CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors

Announce Type: new Abstract: Sparse camera-conditioned image-to-video generation presents a pivotal challenge: synthesizing geometrically consistent 3D motion from minimal pose cues. Existing methods, which largely rely on dense supervision or naive interpolation, suffer from severe pose drift and motion discontinuities due to the lack of robust 3D priors. In this paper, we introduce CamGeo, a novel framework that distills rich 3D geometric knowledge from a pre-trained video-to-3D model...

arXiv CS 9d ago

CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors

arXiv:2605.30895v2 Announce Type: replace Abstract: Sparse camera-conditioned image-to-video generation presents a pivotal challenge: synthesizing geometrically consistent 3D motion from minimal pose cues. Existing methods, which largely rely on dense supervision or naive interpolation, suffer from severe pose drift and motion discontinuities due to the lack of robust 3D priors. In this paper, we introduce CamGeo, a novel framework that distills rich 3D geometric knowledge from a pre-trained...

arXiv CS 8d ago