Preprint
Aug 2026
When Extreme Darkness Meets Motion Blur: MeanFlow for Unified RAW Restoration
This work introduces See in the Degraded Extremely Dark (SIDED), a new dataset that applies controlled motion degradation to extremely low-light RAW pairs while retaining their original sensor noise and introduces a physics-guided refinement model to strengthen illumination--reflectance consistency, pixel fidelity, and color preservation without incurring additional inference cost.
Zepu Wang, Jin Liang, Weijie Xiao et al.
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