AI RESEARCH
PanoWorld: Geometry-Consistent Panoramic Video World Modeling
arXiv CS.AI
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ArXi:2605.15391v1 Announce Type: cross We present PanoWorld, a panoramic video world model that generates geometry-consistent 360$\degree$ video from a single image and a caption. Existing panoramic video methods optimize primarily for visual realism and do not explicitly constrain the underlying 3D scene state, producing outputs that appear plausible yet exhibit inconsistent depth, broken correspondences, and implausible motion across the spherical surface.