Low-light Image Enhancement on LOL (SSIM, PSNR, LPIPS, NIQE, LOE, DE, EME)
91SSIMAIGS-Net
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AIGS-NetParams (K)=0.44, FLOPs (G)=0.04132026.06 | 91 | 23.98 | 0.07 | 3.71 | 7.33 | 2.62 | 26.46 | |
| GLFSParams (K)=7804, FLOPs (G)=66.822026.06 | 88 | 23.09 | 0.13 | 3.71 | 5.44 | 2.71 | 27.15 | |
| URetinex-NETParams (K)=838.3, FLOPs (G)=136.012026.06 | 87 | 22.08 | 0.09 | 3.6 | 34.33 | 2.27 | 5.95 | |
| UTV-NETParams (K)=7745, FLOPs (G)=58.292026.06 | 84 | 20.38 | 0.15 | 4.2 | 21.36 | 2.06 | 7.8 | |
| URetinex-NETParams (K)=838.3, FLOPs (G)=136.012026.06 | 82 | 20.12 | 0.14 | 3.46 | 31.17 | 2.27 | 5.8 | |
| FMR-NETParams (K)=196.8, FLOPs (G)=102.82026.06 | 82 | 19.16 | 0.18 | 3.97 | 29.02 | 2.42 | 4.63 | |
| FRR-NETParams (K)=12.21, FLOPs (G)=0.2162026.06 | 82 | 23.63 | 0.18 | 5.29 | 29.06 | 1.91 | 5.51 | |
| ChebyLighterParams (K)=73, FLOPs (G)=17.252026.06 | 82 | 20.43 | 0.1 | 3.98 | 16.32 | 2.31 | 5.85 | |
| FMR-NETParams (K)=196.8, FLOPs (G)=102.82026.06 | 81 | 19.74 | 0.21 | 3.98 | 42.28 | 2.46 | 4.59 | |
| UTV-NETParams (K)=7745, FLOPs (G)=58.292026.06 | 81 | 18.83 | 0.13 | 4.36 | 18.79 | 1.84 | 7.22 | |
| FRR-NETParams (K)=12.21, FLOPs (G)=0.2162026.06 | 77 | 22.26 | 0.22 | 5.53 | 29.68 | 2.04 | 5.79 | |
| PairLIEParams (K)=34.18, FLOPs (G)=22.352026.06 | 76 | 20.36 | 0.21 | 4.07 | 73.44 | 1.95 | 5.96 | |
| ChebyLighterParams (K)=73, FLOPs (G)=17.252026.06 | 74 | 17.77 | 0.17 | 3.73 | 56.38 | 2.28 | 5.88 | |
| EnlightenGANParams (K)=8636, FLOPs (G)=61.012026.06 | 73 | 18.32 | 0.22 | 3.68 | 73.97 | 1.47 | 3.42 | |
| EFI-NETParams (K)=129.2, FLOPs (G)=9.382026.06 | 73 | 16.74 | 0.16 | 4.12 | 32.06 | 1.61 | 8 | |
| ZeroDCE++Params (K)=10.6, FLOPs (G)=0.332026.06 | 72 | 20.81 | 0.17 | 5.16 | 23.19 | 2.05 | 20.76 | |
| EnlightenGANParams (K)=8636, FLOPs (G)=61.012026.06 | 72 | 17.04 | 0.21 | 3.68 | 74.79 | 1.03 | 2.54 | |
| ZeroDCEParams (K)=79.4, FLOPs (G)=5.212026.06 | 71 | 19.36 | 0.16 | 5.05 | 25.43 | 1.93 | 21.03 | |
| NoiSERParams (K)=1.763, FLOPs (G)=8.622026.06 | 70 | 15.72 | 0.39 | 3.94 | 47.5 | 2.05 | 3.04 | |
| EFI-NETParams (K)=129.2, FLOPs (G)=9.382026.06 | 69 | 16.97 | 0.21 | 3.93 | 32.1 | 1.61 | 7.93 | |
| PairLIEParams (K)=34.18, FLOPs (G)=22.352026.06 | 69 | 22.74 | 0.2 | 5.59 | 36.27 | 2.22 | 11.94 | |
| NoiSERParams (K)=1.763, FLOPs (G)=8.622026.06 | 67 | 15.5 | 0.43 | 4.07 | 65.74 | 2.04 | 2.86 | |
| SCIParams (K)=0.3, FLOPs (G)=0.06192026.06 | 67 | 18.36 | 0.17 | 5.84 | 4.3 | 1.96 | 22.21 | |
| ZeroDCE++Params (K)=10.6, FLOPs (G)=0.332026.06 | 66 | 18.83 | 0.24 | 5.3 | 23.41 | 2.08 | 23.31 | |
| ZeroDCEParams (K)=79.4, FLOPs (G)=5.212026.06 | 65 | 17.69 | 0.23 | 5.3 | 25 | 1.94 | 23.43 | |
| SCIParams (K)=0.3, FLOPs (G)=0.06192026.06 | 62 | 17.73 | 0.23 | 5.53 | 5.75 | 1.92 | 24.65 | |
| LIME2026.06 | 61 | 17.18 | 0.26 | 5.23 | 93.73 | 1.94 | 23.9 | |
| ZeroIGParams (K)=123.63, FLOPs (G)=118.732026.06 | 60 | 18.18 | 0.21 | 6 | 14.08 | 2.65 | 22.21 | |
| LIME2026.06 | 56 | 16.68 | 0.34 | 5.51 | 111.82 | 2.03 | 26.45 | |
| ZeroIGParams (K)=123.63, FLOPs (G)=118.732026.06 | 54 | 16.16 | 0.3 | 5.97 | 16.33 | 2.59 | 24.63 | |
| RUASParams (K)=1.4, FLOPs (G)=0.28132026.06 | 53 | 14.02 | 0.21 | 5.33 | 0.35 | 1.46 | 29.31 | |
| RUASParams (K)=1.4, FLOPs (G)=0.28132026.06 | 51 | 15.59 | 0.26 | 5.36 | 0.3 | 1.36 | 29.32 |