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Paper · arXiv

Casual Flash Lighting for Gaussian Splat Inverse Rendering

Recovering geometry, materials, and lighting from photographs is highly ambiguous when only static illumination is available. Active-lighting setups reduce the ambiguity but require dark rooms or specialized hardware. Instead, we synergize both static and flash lighting from casual indoor capture, with the flash on or off, each from independent viewpoints. The flash residual constrains albedo and the BRDF, while static lighting captures grazing-angle specular highlights that flash misses. With a 2DGS reconstruction framing, our key contribution is a GS-anchored diffuse field: a hash-encoded MLP is queried at the rasterized 2DGS depth. As it depends only on world position, it is view consi...

AuthorsJiamin Xu, Dongheng Wei, Jiarong Zhao et al.
Primary categorycs.CV
Published5 October 2026
Last updated at source5 October 2026
cs.CV
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