Rethinking Exposure Correction for Spatially Non-uniform Degradation

This work reformulates exposure correction around spatially non-uniform degradation. It predicts region-adaptive modulation signals for explicit 3D LUT transformation, supplements color fidelity in HSL space, and uses uncertainty-aware optimization to balance heterogeneous local restoration demands.