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StyleLight: HDR Panorama Generation for Lighting Estimation and Editing. (arXiv:2207.14811v1 [cs.CV])
Aug. 1, 2022, 1:10 a.m. | Guangcong Wang, Yinuo Yang, Chen Change Loy, Ziwei Liu
cs.LG updates on arXiv.org arxiv.org
We present a new lighting estimation and editing framework to generate
high-dynamic-range (HDR) indoor panorama lighting from a single limited
field-of-view (LFOV) image captured by low-dynamic-range (LDR) cameras.
Existing lighting estimation methods either directly regress lighting
representation parameters or decompose this problem into LFOV-to-panorama and
LDR-to-HDR lighting generation sub-tasks. However, due to the partial
observation, the high-dynamic-range lighting, and the intrinsic ambiguity of a
scene, lighting estimation remains a challenging task. To tackle this problem,
we propose a coupled dual-StyleGAN …
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