Exposure Correction on MSEC Under 1 (test)
23.407PSNRCoTF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoTFLearning Type=SL, Reference=CVPR’ 242026.05 | 23.407 | 0.863 | 0.144 | |
| SLOTLearning Type=SL, Reference=CVPR’ 252026.05 | 23.127 | 0.862 | 0.141 | |
| FECNetLearning Type=SL, Reference=ECCV’ 222026.05 | 22.827 | 0.852 | 0.179 | |
| MSLTLearning Type=SL, Reference=WACV’ 242026.05 | 22.355 | 0.842 | 0.172 | |
| CMECLearning Type=SL, Reference=BMVC’ 212026.05 | 21.6 | 0.854 | 0.153 | |
| IATLearning Type=SL, Reference=BMVC’ 222026.05 | 21.374 | 0.818 | 0.192 | |
| ECMsupervision=Supervised2026.05 | 20.71 | 0.873 | — | |
| MSECLearning Type=SL, Reference=CVPR’ 212026.05 | 20.582 | 0.818 | 0.188 | |
| ZeroIDIRLearning Type=UL, Reference=Ours2026.05 | 20.573 | 0.805 | 0.193 | |
| DPED (BB)supervision=Supervised2026.05 | 20.06 | 0.685 | — | |
| DPE (S-FiveK)supervision=Supervised2026.05 | 19.72 | 0.702 | — | |
| Afifi et al. w/o Ladvsupervision=Supervised2026.05 | 19.69 | 0.742 | — | |
| Afifi et al. w/ Ladvsupervision=Supervised2026.05 | 19.65 | 0.737 | — | |
| PSENetLearning Type=UL, Reference=WACV’ 232026.05 | 19.385 | 0.801 | 0.21 | |
| Deep UPEsupervision=Supervised, low_light_specialization=true2026.05 | 19.11 | 0.741 | — | |
| HICNetsupervision=Unsupervised2026.05 | 19.04 | 0.811 | — | |
| ExposureLearning Type=UL, Reference=ToG’ 182026.05 | 19.028 | 0.777 | 0.22 | |
| UECLearning Type=UL, Reference=ECCV’ 242026.05 | 19.013 | 0.795 | 0.199 | |
| WVMsupervision=Unsupervised, training_free=true2026.05 | 18.62 | 0.735 | — | |
| DPE (U-FiveK)supervision=Supervised2026.05 | 18.5 | 0.677 | — | |
| HDR CNNsupervision=Supervised2026.05 | 18.47 | 0.698 | — | |
| QuadPriorsupervision=Unsupervised2026.05 | 17.95 | 0.79 | — | |
| UECsupervision=Unsupervised2026.05 | 17.42 | 0.812 | — | |
| DPE (HDR)supervision=Supervised2026.05 | 17.4 | 0.673 | — | |
| HQECsupervision=Unsupervised, training_free=true2026.05 | 16.91 | 0.706 | — | |
| DUALLearning Type=UL, Reference=CFG’ 192026.05 | 16.879 | 0.727 | 0.291 | |
| HEsupervision=Unsupervised, training_free=true2026.05 | 16.58 | 0.679 | — | |
| PECLearning Type=UL, Reference=Arxiv’ 222026.05 | 16.371 | 0.758 | 0.226 | |
| CLAHEsupervision=Unsupervised, training_free=true2026.05 | 16.35 | 0.621 | — | |
| SCI (Retraining)supervision=Unsupervised, low_light_specialization=true2026.05 | 16.35 | 0.736 | — | |
| Zero-DCEsupervision=Unsupervised, low_light_specialization=true2026.05 | 14.96 | 0.594 | — | |
| LIMEsupervision=Unsupervised, training_free=true, low_light_specialization=true2026.05 | 14.64 | 0.671 | — | |
| ExCNetLearning Type=UL, Reference=MM’ 192026.05 | 13.47 | 0.699 | 0.274 | |
| RetinexNetsupervision=Supervised, low_light_specialization=true2026.05 | 12.49 | 0.619 | — | |
| SCI (Official)supervision=Unsupervised, low_light_specialization=true2026.05 | 9.73 | 0.638 | — |