ZeroIDIR restores illumination-degraded images via adaptive gamma correction followed by perturbed consistency diffusion, trained solely on degraded images without references.
Exposure-slot: Exposure-centric represen- tations learning with slot-in-slot attention for region-aware exposure correction
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ZeroIDIR: Zero-Reference Illumination Degradation Image Restoration with Perturbed Consistency Diffusion Models
ZeroIDIR restores illumination-degraded images via adaptive gamma correction followed by perturbed consistency diffusion, trained solely on degraded images without references.