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Paper · arXiv

Linear Image Generation by Synthesizing Exposure Brackets

The life of a photo begins with photons striking the sensor, whose signals are passed through a sophisticated image signal processing (ISP) pipeline to produce a display-referred image. However, such images are no longer faithful to the incident light, being compressed in dynamic range and stylized by subjective preferences. In contrast, RAW images record direct sensor signals before non-linear tone mapping. After camera response curve correction and demosaicing, they can be converted into linear images, which are scene-referred representations that directly reflect true irradiance and are invariant to sensor-specific factors. Since image sensors have better dynamic range and bit depth, l...

AuthorsYuekun Dai, Zhoutong Zhang, Shangchen Zhou et al.
Primary categorycs.CV
Published22 April 2026
Last updated at source22 April 2026
cs.CV
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