Low-light image enhancement on SDSD-out
32.26PSNRCLE-RWKV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.03 | 32.26 | 0.892 | — | |
| CIDNetFLOPS (G)=7.57, Params (M)=1.882026.03 | 31.43 | 0.886 | — | |
| MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.03 | 30 | 0.869 | — | |
| URWKVFLOPS (G)=18.34, Params (M)=2.252026.03 | 29.99 | 0.887 | — | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612023.03 | 29.84 | 0.877 | — | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.03 | 29.84 | 0.877 | — | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012023.03 | 28.66 | 0.866 | — | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.03 | 28.66 | 0.866 | — | |
| RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.03 | 28.52 | 0.859 | — | |
| IPTFLOPS (G)=6887, Params (M)=115.312023.03 | 27.55 | 0.85 | — | |
| BiEvLightInput Modality=Image + Event2026.03 | 27.4108 | 0.8873 | 30.4579 | |
| MIRNetFLOPS (G)=785, Params (M)=31.762023.03 | 27.13 | 0.837 | — | |
| EvLightInput Modality=Image + Event, Reference=CVPR’ 242026.03 | 26.7407 | 0.8673 | 30.3066 | |
| ReformerInput Modality=Image Only, Reference=ICCV’ 232026.03 | 26.3934 | 0.8485 | 28.6221 | |
| EvLIRInput=Image+Event2026.06 | 26.1 | 0.8498 | 30.89 | |
| RetinexformerInput=Image only2026.06 | 26.08 | 0.815 | 28.48 | |
| DRBNFLOPS (G)=48.61, Params (M)=5.272023.03 | 25.77 | 0.841 | — | |
| SparseFLOPS (G)=53.26, Params (M)=2.332023.03 | 25.28 | 0.804 | — | |
| ELIEInput Modality=Image + Event, Reference=TMM’ 232026.03 | 25.0251 | 0.8626 | 29.1202 | |
| SIDFLOPS (G)=13.73, Params (M)=7.762023.03 | 24.9 | 0.693 | — | |
| SIDFLOPS (G)=13.73, Params (M)=7.762026.03 | 24.9 | 0.693 | — | |
| SNR-NetInput=Image only2026.06 | 24.82 | 0.7401 | 26.44 | |
| RestormerFLOPS (G)=144.25, Params (M)=26.132023.03 | 24.79 | 0.802 | — | |
| eSL-NetInput=Image+Event2026.06 | 24.49 | 0.8031 | 26.36 | |
| EvLightInput=Image+Event2026.06 | 24.39 | 0.8123 | 30.67 | |
| BiEvLightInput Modality=Image + Event2026.03 | 24.3599 | 0.7451 | 26.1617 | |
| UformerInput=Image only2026.06 | 24.08 | 0.8184 | 25.89 | |
| UFormerFLOPS (G)=12, Params (M)=5.292023.03 | 23.85 | 0.748 | — | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032023.03 | 23.84 | 0.743 | — | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032026.03 | 23.84 | 0.743 | — | |
| SNRNetInput Modality=Image Only, Reference=CVPR’ 222026.03 | 23.6656 | 0.831 | 27.0967 | |
| Liu et al.Input=Image+Event2026.06 | 23.51 | 0.7263 | 27.63 | |
| FourLLIEInput Modality=Image Only, Reference=ACM MM’232026.03 | 23.4002 | 0.7944 | 27.7418 | |
| eSLNetInput Modality=Image + Event, Reference=ECCV’ 202026.03 | 23.3921 | 0.8031 | 26.3331 | |
| ELIEInput=Image+Event2026.06 | 23.29 | 0.7423 | 28.26 | |
| DeepLPFFLOPS (G)=5.86, Params (M)=1.772023.03 | 22.76 | 0.658 | — | |
| EvLightInput Modality=Image + Event, Reference=CVPR’ 242026.03 | 22.4372 | 0.707 | 24.4223 | |
| URWKVInput Modality=Image Only, Reference=CVPR’ 252026.03 | 22.3732 | 0.688 | 24.0964 | |
| ReformerInput Modality=Image Only, Reference=ICCV’ 232026.03 | 22.3075 | 0.6981 | 23.9459 | |
| ELIEInput Modality=Image + Event, Reference=TMM’ 232026.03 | 22.2167 | 0.7002 | 23.6772 | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622023.03 | 22.2 | 0.629 | — | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622026.03 | 22.2 | 0.629 | — | |
| URWKVInput Modality=Image Only, Reference=CVPR’ 252026.03 | 22.0251 | 0.8176 | 27.2018 | |
| KinDFLOPS (G)=34.99, Params (M)=8.022023.03 | 21.97 | 0.654 | — | |
| KinDFLOPS (G)=34.99, Params (M)=8.022026.03 | 21.97 | 0.654 | — | |
| DeepUPEFLOPS (G)=21.1, Params (M)=1.022023.03 | 21.94 | 0.698 | — | |
| DeepUPEFLOPS (G)=21.10, Params (M)=1.022026.03 | 21.94 | 0.698 | — | |
| 3DLUTFLOPS (G)=0.075, Params (M)=0.592023.03 | 21.89 | 0.649 | — | |
| NeRCoInput Modality=Image Only, Reference=ICCV’ 232026.03 | 21.7971 | 0.7482 | 27.6637 | |
| SNRNetInput Modality=Image Only, Reference=CVPR’ 222026.03 | 21.5542 | 0.6508 | 23.3224 | |
| RFFLOPS (G)=46.23, Params (M)=21.542023.03 | 21.21 | 0.689 | — | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842023.03 | 20.96 | 0.629 | — | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842026.03 | 20.96 | 0.629 | — | |
| FourLLIEInput Modality=Image Only, Reference=ACM MM’232026.03 | 20.6323 | 0.641 | 22.199 | |
| eSLNetInput Modality=Image + Event, Reference=ECCV’ 202026.03 | 20.6244 | 0.6295 | 22.3612 | |
| LLFlow-L-SKFInput=Image only2026.06 | 20.39 | 0.6338 | 24.73 | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352023.03 | 20.1 | 0.616 | — | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352026.03 | 20.1 | 0.616 | — | |
| SCI++Input Modality=Image Only, Reference=TPAMI’252026.03 | 18.9373 | 0.5776 | 28.8727 | |
| NeRCoInput Modality=Image Only, Reference=ICCV’ 232026.03 | 18.4125 | 0.549 | 22.2225 | |
| E2VID+Input=Event only2026.06 | 16.58 | 0.6036 | 17.27 | |
| SCI++Input Modality=Image Only, Reference=TPAMI’252026.03 | 12.0277 | 0.3033 | 23.299 |