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Research questionShould blind image restoration run before or after an ISP, and should training model its transformations?A fixed ISP changes RAW sensor measurements into sRGB images, so the restoration domain and the model’s alignment with those transformations can affect reconstruction quality.
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Latest papersRecent research connected to this question, newest first.Benchmarking RAW and RGB Restoration in Image Signal ProcessorsThe evidence covers four smartphone device groups, two learned ISPs, noise, blur, and joint noise-and-blur degradations, using representative RAW and RGB restoration models. The findings are benchmark results within these imaging-pipeline settings rather than a universal placement rule.research paper · Sep 2, 2026
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