Low-light Image Enhancement on SCIE part2
23.22PSNRRetinexformer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RetinexformerSupervision Type=Supervised, Training Data Source=SCIE (retrained and tested on SCIE)2026.04 | 23.22 | 0.81 | 0.4 | 8.05 | |
| SNR-NetSupervision Type=Supervised, Training Data Source=SCIE (retrained and tested on SCIE)2026.04 | 22.15 | 0.8 | 0.45 | 9.36 | |
| URNSupervision Type=Supervised, Training Data Source=LOL (trained on LOL, tested on SCIE)2026.04 | 21.47 | 0.77 | 0.44 | 9.83 | |
| Self-DACE++ (Small)Supervision Type=Unsupervised, Model Scale=Small2026.04 | 21.03 | 0.75 | 0.43 | 10.78 | |
| Self-DACE++Supervision Type=Unsupervised, Model Scale=Large2026.04 | 21.02 | 0.75 | 0.46 | 10.73 | |
| SRDACELearning Paradigm=Unsupervised Learning2026.05 | 20.9 | 0.82 | 0.32 | — | |
| PairLIESupervision Type=Unsupervised, Model Scale=Large2026.04 | 20.31 | 0.79 | 0.45 | 11.23 | |
| KinD++Supervision Type=Supervised2026.04 | 20.06 | 0.75 | 0.43 | 11.63 | |
| SIMILearning Paradigm=Unsupervised Learning2026.05 | 20 | 0.73 | 0.16 | — | |
| KinD++Learning Paradigm=Supervised Learning2026.05 | 19.92 | 0.77 | 0.4 | — | |
| Retinex-NetLearning Paradigm=Supervised Learning2026.05 | 19.9 | 0.73 | 0.42 | — | |
| Self-DACE++ (Tiny)Supervision Type=Unsupervised, Model Scale=Tiny2026.04 | 19.85 | 0.74 | 0.45 | 12.2 | |
| KinDLearning Paradigm=Supervised Learning2026.05 | 19.6 | 0.77 | 0.4 | — | |
| EnlightenGanLearning Paradigm=Unsupervised Learning2026.05 | 18.47 | 0.77 | 0.4 | — | |
| EnGANSupervision Type=Unsupervised, Model Scale=Large2026.04 | 17.81 | 0.74 | 0.43 | 16.54 | |
| RetinexformerSupervision Type=Supervised, Training Data Source=LOL (trained on LOL, tested on SCIE)2026.04 | 17.22 | 0.74 | 0.45 | 18.11 | |
| ZeroDCELearning Paradigm=Unsupervised Learning2026.05 | 16.78 | 0.74 | 0.4 | — | |
| SCILearning Paradigm=Unsupervised Learning2026.05 | 15.74 | 0.71 | 0.39 | — | |
| SNR-NetSupervision Type=Supervised, Training Data Source=LOL (trained on LOL, tested on SCIE)2026.04 | 15.48 | 0.65 | 0.56 | 24.55 | |
| RRDNetSupervision Type=Unsupervised, Model Scale=Small2026.04 | 14.98 | 0.67 | 0.55 | 22.61 | |
| RUASSupervision Type=Unsupervised, Model Scale=Tiny2026.04 | 14.98 | 0.67 | 0.55 | 22.61 | |
| ZeroDCESupervision Type=Unsupervised, Model Scale=Small2026.04 | 14.81 | 0.69 | 0.44 | 24.16 | |
| RUASLearning Paradigm=Unsupervised Learning2026.05 | 14.53 | 0.69 | 0.53 | — | |
| SCISupervision Type=Unsupervised, Model Scale=Tiny2026.04 | 14.07 | 0.65 | 0.43 | 29.13 |