Low-light image enhancement on SDE in
22.868PSNRBiEvLight
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BiEvLightInput Modality=Image + Event2026.03 | 22.868 | 26.0023 | 77.5 | |
| BiEvLightInput Modality=Image + Event2026.03 | 22.868 | 26.0023 | 77.5 | |
| EvLIRInput=Image+Event2026.06 | 22.5 | 25 | 76.99 | |
| EvLightInput Modality=Image + Event, Reference=CVPR’ 242026.03 | 22.188 | 23.694 | 71.89 | |
| EvLightInput Modality=Image + Event2026.03 | 22.188 | 23.694 | 71.89 | |
| ELIEInput Modality=Image + Event, Reference=TMM’ 232026.03 | 22.0414 | 23.6395 | 70.83 | |
| ELIEInput Modality=Image + Event2026.03 | 22.0414 | 23.6395 | 70.83 | |
| EvLightInput=Image+Event2026.06 | 21.98 | 24.41 | 75.27 | |
| Liu et al.Input=Image+Event2026.06 | 21.79 | 23.88 | 70.51 | |
| URWKVInput Modality=Image Only, Reference=CVPR’ 252026.03 | 21.5831 | 22.6191 | 71.68 | |
| URWKVInput Modality=Image Only2026.03 | 21.5831 | 22.6191 | 71.68 | |
| eSLNetInput Modality=Image + Event, Reference=ECCV’ 202026.03 | 21.3622 | 23.0825 | 70.23 | |
| eSLNetInput Modality=Image + Event2026.03 | 21.3622 | 23.0825 | 70.23 | |
| ReformerInput Modality=Image Only, Reference=ICCV’ 232026.03 | 21.3169 | 23.6502 | 68.73 | |
| ReformerInput Modality=Image Only2026.03 | 21.3169 | 23.6502 | 68.73 | |
| RetinexformerInput=Image only2026.06 | 21.3 | 23.78 | 69.2 | |
| eSL-NetInput=Image+Event2026.06 | 21.25 | 23.19 | 72.77 | |
| UformerInput=Image only2026.06 | 21.09 | 22.75 | 75.24 | |
| LLFlow-L-SKFInput=Image only2026.06 | 20.92 | 22.22 | 66.1 | |
| SNRNetInput Modality=Image Only, Reference=CVPR’ 222026.03 | 20.3482 | 23.6785 | 62.67 | |
| SNRNetInput Modality=Image Only2026.03 | 20.3482 | 23.6785 | 62.67 | |
| SNR-NetInput=Image only2026.06 | 20.05 | 21.89 | 63.02 | |
| ELIEInput=Image+Event2026.06 | 19.98 | 21.4 | 61.78 | |
| FourLLIEInput Modality=Image Only, Reference=ACM MM’232026.03 | 19.7856 | 23.2709 | 61.76 | |
| FourLLIEInput Modality=Image Only2026.03 | 19.7856 | 23.2709 | 61.76 | |
| NeRCoInput Modality=Image Only, Reference=ICCV’ 232026.03 | 19.4266 | 23.2052 | 56.26 | |
| NeRCoInput Modality=Image Only2026.03 | 19.4266 | 23.2052 | 56.26 | |
| E2VID+Input=Event only2026.06 | 15.19 | 15.92 | 58.91 | |
| SCI++Input Modality=Image Only, Reference=TPAMI’252026.03 | 12.4683 | 22.3026 | 49.28 | |
| SCI++Input Modality=Image Only2026.03 | 12.4683 | 22.3026 | 49.28 |