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StyleLight: HDR Panorama Generation for Lighting Estimation and Editing
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2026-02-16 02:12:30
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StyleLight: HDR Panorama Generation for Lighting Estimation and Editing StyleLight: HDR Panorama Generation for Lighting Estimation and Editing ECCV 2022 Guangcong Wang , Yinuo Yang , Chen Change Loy , Ziwei Liu ✉ S-Lab, Nanyang Technological University Arxiv Video GitHub Abstract 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 (FOV) image captured by low-dynamic-range (LDR) cameras. Existing lighting estimation methods either directly regress lighting representation parameters or decompose this problem into FOV-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 panorama synthesis network (StyleLight) that integr...
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