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most citedMultistable Shape from Shading Emerges from Patch Diffusion

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cs.CV2026

Under One Sun: Multi-Object Generative Perception of Materials and Illumination

Nobuo Yoshii, Xinran Nicole Han, Ryo Kawahara +2

We introduce Multi-Object Generative Perception (MultiGP), a generative inverse rendering method for stochastic sampling of all radiometric constituents -- reflectance, texture, an…