Low-light image enhancement on LOL v1.0 (test)
31.95PSNRPaAgent
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PaAgentVenue=-2026.03 | 31.95 | 0.93 | |
| DA-RCOTVenue=TPAMI’252026.03 | 29.61 | 0.91 | |
| AdaIRVenue=ICLR’252026.03 | 29.33 | 0.91 | |
| SADMTime(s)=4.0067, Steps=10, Param(M)=97.82352026.04 | 28.0985 | 0.877 | |
| GSADTime(s)=4.9064, Steps=20, Param(M)=17.44022026.04 | 27.6405 | 0.8752 | |
| PyDiffTime(s)=2.4000, Steps=4, Param(M)=97.91562026.04 | 27.0043 | 0.8747 | |
| WBDMTime(s)=1.2467, Steps=10, Param(M)=22.07892026.04 | 26.3204 | 0.8445 | |
| RAMVenue=ECCV’242026.03 | 26.24 | 0.9 | |
| RFTime(s)=0.6239, Steps=1, Param(M)=1.60572026.04 | 25.1526 | 0.8434 | |
| DGSolverVenue=NIPS’252026.03 | 24.89 | 0.91 | |
| DRPTime(s)=5.7947, Steps=5, Param(M)=62.82362026.04 | 24.632 | 0.8659 | |
| CIDNet2026.05 | 23.81 | 0.8574 | |
| LLFormerTime(s)=3.5889, Steps=1, Param(M)=24.54902026.04 | 23.6491 | 0.8163 | |
| CWNet2026.05 | 23.6 | 0.8496 | |
| SP-MoMamba-T2026.05 | 23.25 | 0.857 | |
| RetinexMamba2026.05 | 23.15 | 0.821 | |
| DMFourLLIE2026.05 | 22.98 | 0.8273 | |
| UHDFour2026.05 | 22.89 | 0.8147 | |
| UHDFormer2026.05 | 22.88 | 0.837 | |
| MambaLLIE2026.05 | 22.8 | 0.8315 | |
| Retinexformer2026.05 | 22.71 | 0.8177 | |
| AnlightenDTime(s)=150.93, Steps=100, Param(M)=94.99602026.04 | 20.0503 | 0.7498 | |
| LightenDTime(s)=1.1227, Steps=20, Param(M)=34.90232026.04 | 19.9187 | 0.8091 | |
| UR-NetTime(s)=3.1092, Steps=1, Param(M)=0.64702026.04 | 19.8416 | 0.8243 | |
| CLODETime(s)=4.982, Steps=auto, Param(M)=0.68972026.04 | 19.6031 | 0.7175 | |
| AdaptIR#param=697K2023.12 | 19.46 | 0.7441 | |
| AdaptFor.#param=677K2023.12 | 19.4 | 0.7352 | |
| VPT#param=884K2023.12 | 19.28 | 0.7198 | |
| Adapter#param=691K2023.12 | 19.22 | 0.7293 | |
| FacT#param=537K2023.12 | 19.06 | 0.7147 | |
| LoRA#param=995K2023.12 | 18.94 | 0.7197 | |
| FIDE2023.12 | 18.27 | 0.665 | |
| FourierDTime(s)=124.26, Steps=100, Param(M)=552.81412026.04 | 17.5569 | 0.6116 | |
| RetinexNet2023.12 | 16.77 | 0.56 | |
| UFormer2023.12 | 16.36 | 0.771 | |
| Zero-DCETime(s)=0.0024, Steps=1, Param(M)=0.07942026.04 | 14.8607 | 0.5624 | |
| DFPIRVenue=CVPR’252026.03 | 9.96 | 0.36 | |
| AgenticIRVenue=ICLR’252026.03 | 9.32 | 0.39 | |
| CPLIRVenue=TPAMI’252026.03 | 7.79 | 0.19 | |
| GridFormerVenue=IJCV’242026.03 | 7.73 | 0.18 | |
| PromptIRVenue=NIPS’232026.03 | 7.66 | 0.18 | |
| Pretrain2023.12 | 7.64 | 0.2547 | |
| NDR-RestoreVenue=TIP’242026.03 | 7.61 | 0.17 | |
| AWRaCLeVenue=AAAI’252026.03 | 7.55 | 0.16 |