1 citations · 1 across the 2 of their papers we have counts for
3 papers
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…
cs.CV2025
Generative Perception of Shape and Material from Differential Motion
Xinran Nicole Han, Ko Nishino, Todd Zickler
Perceiving the shape and material of an object from a single image is inherently ambiguous, especially when lighting is unknown and unconstrained. Despite this, humans can often di…
cs.CV2024★ 1 cited
Multistable Shape from Shading Emerges from Patch Diffusion
Xinran Nicole Han, Todd Zickler, Ko Nishino
Models for inferring monocular shape of surfaces with diffuse reflection -- shape from shading -- ought to produce distributions of outputs, because there are fundamental mathemati…