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Full Dynamic Range Sky-Modelling For Image Based Lighting

Accurate environment maps are a key component to modelling real-world outdoor scenes. They enable captivating visual arts, immersive virtual reality and a wide range of scientific and engineering applications. To alleviate the burden of physical-capture, physically-simulation and volumetric rendering, sky-models have been proposed as fast, flexible, and cost-saving alternatives. In recent years, sky-models have been extended through deep learning to be more comprehensive and inclusive of cloud formations, but recent work has demonstrated these models fall short in faithfully recreating accurate and photorealistic natural skies. Particularly at higher resolutions, DNN sky-models struggle t...

AuthorsIan J. Maquignaz
Primary categorycs.CV
Published5 March 2026
Last updated at source5 March 2026
cs.CVcs.GRcs.LG
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