Low-Light Image Enhancement on NPE (NIQE, BRISQUE)
3.7NIQEFAST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FASTvariant=No Grad2026.06 | 3.7 | 18.27 | |
| FASTvariant=No Noise2026.06 | 3.7 | 18.27 | |
| MultinexParams (M)=0.0446, GFLOPs=2.502026.04 | 3.71 | 12.52 | |
| FAST2026.06 | 3.73 | 18.34 | |
| CIDNetParams (M)=1.88, GFLOPs=7.572026.04 | 3.74 | 18.92 | |
| CIDNET2026.06 | 3.74 | 18.92 | |
| ULTRAFASTvariant=No Grad2026.06 | 3.75 | 18.12 | |
| ULTRAFASTvariant=No Shadow2026.06 | 3.75 | 17.83 | |
| FASTvariant=No Shadow2026.06 | 3.76 | 18.46 | |
| ULTRAFAST2026.06 | 3.77 | 18.23 | |
| ULTRAFASTvariant=No Noise2026.06 | 3.77 | 18.23 | |
| Multinex-NanoParams (M)=0.0007, GFLOPs=0.042026.04 | 4.05 | 15.42 | |
| LLFlowParams (M)=17.42, GFLOPs=358.402026.04 | 4.16 | 28.86 | |
| PairLIE2026.06 | 4.18 | 28.27 | |
| SNR-Aware2026.06 | 4.32 | 26.65 | |
| SNR-NetParams (M)=26.35, GFLOPs=4.012026.04 | 4.36 | 26.65 | |
| ZeroDCEParams (M)=0.075, GFLOPs=4.832026.04 | 4.53 | 20.72 | |
| ZeroDCE2026.06 | 4.53 | 20.72 | |
| LLFlow2026.06 | 4.67 | 28.86 | |
| KinD2026.06 | 4.98 | 36.85 | |
| RUAS2026.06 | 5.53 | 47.85 |