Low-Light Image Enhancement on MEF (NIQE, BRISQUE)
3.4NIQEFAST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FASTvariant=No Grad2026.06 | 3.4 | 13.61 | |
| FASTvariant=No Noise2026.06 | 3.41 | 13.67 | |
| FAST2026.06 | 3.42 | 13.66 | |
| FASTvariant=No Shadow2026.06 | 3.42 | 13.75 | |
| ULTRAFAST2026.06 | 3.42 | 13.73 | |
| ULTRAFASTvariant=No Noise2026.06 | 3.42 | 13.73 | |
| ULTRAFASTvariant=No Grad2026.06 | 3.43 | 13.39 | |
| ULTRAFASTvariant=No Shadow2026.06 | 3.43 | 13.32 | |
| MultinexParams (M)=0.0446, GFLOPs=2.502026.04 | 3.46 | 13.82 | |
| Multinex-NanoParams (M)=0.0007, GFLOPs=0.042026.04 | 3.49 | 15.06 | |
| CIDNetParams (M)=1.88, GFLOPs=7.572026.04 | 3.56 | 13.77 | |
| CIDNET2026.06 | 3.56 | 13.77 | |
| RUAS2026.06 | 3.83 | 23.68 | |
| LLFlowParams (M)=17.42, GFLOPs=358.402026.04 | 3.92 | 30.27 | |
| PairLIE2026.06 | 4.06 | 27.53 | |
| SNR-NetParams (M)=26.35, GFLOPs=4.012026.04 | 4.14 | 31.28 | |
| SNR-Aware2026.06 | 4.18 | 31.28 | |
| LLFlow2026.06 | 4.7 | 30.27 | |
| ZeroDCEParams (M)=0.075, GFLOPs=4.832026.04 | 4.93 | 17.32 | |
| ZeroDCE2026.06 | 4.93 | 17.32 | |
| KinD2026.06 | 5.47 | 49.94 |