360Anything: Geometry-Free Lifting of Images and Videos to 360°


Additional Results


We show more results on out-of-distribution input videos, such as model generated videos, and videos with extremely large object or camera motion.
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3D Scene Reconstruction


Given a monocular video, naively fitting a 3DGS on it leads to broken results due to the low coverage of the scene. Instead, we first run 360Anything to synthesize the entire 360° view as a panorama video, and then train 3DGS on it. This leads to much better geometry and enables fly-through exploration of the 3D scene.
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Input Video Outpainted Panorama Video 3DGS on Input Video 3DGS on Panorama Video (Ours)

Panorama Image Results


360Anything also applies to perspective-to-panorama image generation. We fine-tune FLUX on synthetic 360° rendering of 3D scenes, which generalizes to in-the-wild and OOD images.
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Input Image
Generated Panorama Image
Interactive 360° Viewer