Low-Light Image Enhancement on LSRW HUAWEI (test)
84SSIMAIGS-Net
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AIGS-NetParams (K)=0.44, FLOPs (G)=0.04132026.06 | 84 | 21.6 | 0.2 | 9.73 | 2.67 | 34.03 | — | — | — | — | 3.12 | |
| GLFSParams (K)=7804, FLOPs (G)=66.822026.06 | 83 | 19.76 | 0.31 | 7.76 | 2.42 | 29.41 | — | — | — | — | 3.06 | |
| FMR-NETParams (K)=196.8, FLOPs (G)=102.82026.06 | 80 | 19.79 | 0.31 | 29.43 | 2.69 | 3.51 | — | — | — | — | 4.39 | |
| PairLIEParams (K)=34.18, FLOPs (G)=22.352026.06 | 77 | 17.24 | 0.27 | 15.06 | 2.07 | 5.32 | — | — | — | — | 3.49 | |
| ChebyLighterParams (K)=73, FLOPs (G)=17.252026.06 | 76 | 20.3 | 0.28 | 10.63 | 2.51 | 4.46 | — | — | — | — | 3.17 | |
| NoiSERParams (K)=1.763, FLOPs (G)=8.622026.06 | 76 | 16.08 | 0.46 | 49.04 | 2.29 | 2.09 | — | — | — | — | 4.38 | |
| FRR-NETParams (K)=12.21, FLOPs (G)=0.2162026.06 | 74 | 20.31 | 0.3 | 13.76 | 2.43 | 5.25 | — | — | — | — | 4.3 | |
| EnlightenGANParams (K)=8636, FLOPs (G)=61.012026.06 | 73 | 18.7 | 0.27 | 44.54 | 1.79 | 2.21 | — | — | — | — | 3.41 | |
| UTV-NETParams (K)=7745, FLOPs (G)=58.292026.06 | 73 | 18.75 | 0.25 | 18.18 | 2.53 | 6.16 | — | — | — | — | 3.07 | |
| URetinex-NETParams (K)=838.3, FLOPs (G)=136.012026.06 | 73 | 20.27 | 0.3 | 18.04 | 2.7 | 5.23 | — | — | — | — | 3.15 | |
| DST-Nettraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 70.7 | 20.8486 | 0.3093 | 19.5574 | 2.216 | 2.6002 | — | — | — | — | — | |
| FmrNettraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 68.87 | 20.3573 | 0.3396 | 13.6543 | 2.2736 | 2.5441 | — | — | — | — | — | |
| FMR-NETParams (K)=196.8, FLOPs (G)=102.82026.06 | 68 | 18.85 | 0.43 | 40.33 | 2.41 | 4.35 | — | — | — | — | 3.34 | |
| HVI-CIDNettraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 67.84 | 20.0579 | 0.3673 | 23.6796 | 2.0622 | 3.0621 | — | — | — | — | — | |
| URetinex_Nettraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 67.31 | 20.5522 | 0.2789 | 19.0211 | 2.1614 | 3.6529 | — | — | — | — | — | |
| EFI-NETParams (K)=129.2, FLOPs (G)=9.382026.06 | 67 | 13.97 | 0.26 | 19.68 | 1.83 | 6.87 | — | — | — | — | 3.75 | |
| ChebyLightertraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 66.27 | 19.6746 | 0.2963 | 17.0408 | 2.1312 | 3.1945 | — | — | — | — | — | |
| PairLIEtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 66.01 | 19.0896 | 0.331 | 37.4023 | 1.8716 | 2.9873 | — | — | — | — | — | |
| PairLIEParams (K)=34.18, FLOPs (G)=22.352026.06 | 66 | 17.22 | 0.43 | 54.29 | 2.11 | 5.27 | — | — | — | — | 3.03 | |
| ZeroDCE++Params (K)=10.6, FLOPs (G)=0.332026.06 | 66 | 15.86 | 0.25 | 8.85 | 2.28 | 32.98 | — | — | — | — | 3.47 | |
| UTVNettraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 65.85 | 18.2777 | 0.2412 | 19.2575 | 2.2806 | 4.1818 | — | — | — | — | — | |
| FRRNETtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 65.68 | 19.9004 | 0.3929 | 23.9182 | 1.9824 | 2.6512 | — | — | — | — | — | |
| ZeroDCEParams (K)=79.4, FLOPs (G)=5.212026.06 | 65 | 15.59 | 0.22 | 15.54 | 2.23 | 32.62 | — | — | — | — | 3.48 | |
| ZeroIGParams (K)=123.63, FLOPs (G)=118.732026.06 | 65 | 18.29 | 0.23 | 4.98 | 2.72 | 34.7 | — | — | — | — | 3.82 | |
| NoiSERParams (K)=1.763, FLOPs (G)=8.622026.06 | 64 | 16.29 | 0.63 | 70.14 | 1.65 | 1.99 | — | — | — | — | 3.48 | |
| NoiSERtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 63.13 | 17.4389 | 0.5122 | 33.3548 | 2.089 | 1.6669 | — | — | — | — | — | |
| EnlightenGANtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 63.09 | 18.2836 | 0.333 | 51.4119 | 1.5657 | 1.9064 | — | — | — | — | — | |
| EnlightenGANParams (K)=8636, FLOPs (G)=61.012026.06 | 63 | 17.33 | 0.4 | 69.43 | 1.65 | 3.08 | — | — | — | — | 2.61 | |
| FRR-NETParams (K)=12.21, FLOPs (G)=0.2162026.06 | 63 | 17.89 | 0.42 | 24.28 | 2.33 | 5.82 | — | — | — | — | 3.35 | |
| UTV-NETParams (K)=7745, FLOPs (G)=58.292026.06 | 63 | 16.8 | 0.34 | 29.71 | 2.28 | 8.13 | — | — | — | — | 2.43 | |
| ChebyLighterParams (K)=73, FLOPs (G)=17.252026.06 | 63 | 16.01 | 0.42 | 61.54 | 2.4 | 6.34 | — | — | — | — | 2.25 | |
| URetinex-NETParams (K)=838.3, FLOPs (G)=136.012026.06 | 63 | 17.98 | 0.39 | 26.37 | 2.48 | 7.24 | — | — | — | — | 2.26 | |
| LoLiIEAtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 60.28 | 16.8211 | 0.3766 | 19.2828 | 1.8618 | 6.6287 | — | — | — | — | — | |
| EFI-NETParams (K)=129.2, FLOPs (G)=9.382026.06 | 59 | 14.27 | 0.4 | 31.49 | 1.76 | 8.01 | — | — | — | — | 2.76 | |
| SCIParams (K)=0.3, FLOPs (G)=0.06192026.06 | 59 | 13.8 | 0.25 | 5.21 | 2.07 | 34.14 | — | — | — | — | 3.43 | |
| ZeroDCE++Params (K)=10.6, FLOPs (G)=0.332026.06 | 57 | 15.17 | 0.33 | 25.08 | 2.17 | 30.23 | — | — | — | — | 2.59 | |
| ZeroDCEParams (K)=79.4, FLOPs (G)=5.212026.06 | 56 | 14.66 | 0.37 | 32.68 | 2.09 | 30.5 | — | — | — | — | 2.6 | |
| EFINettraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 55.9 | 13.9895 | 0.3689 | 16.4348 | 1.6485 | 4.6768 | — | — | — | — | — | |
| ZeroDcePtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 55.86 | 15.7394 | 0.3892 | 19.1252 | 1.765 | 17.0958 | — | — | — | — | — | |
| ZeroDCEtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 55.4 | 15.5735 | 0.3526 | 16.3137 | 1.6102 | 17.0669 | — | — | — | — | — | |
| ZeroIGParams (K)=123.63, FLOPs (G)=118.732026.06 | 55 | 15.49 | 0.38 | 12.05 | 2.37 | 31.95 | — | — | — | — | 3.22 | |
| LIME2026.06 | 54 | 14.72 | 0.36 | 155.17 | 2.34 | 39.14 | — | — | — | — | 4.44 | |
| SCIParams (K)=0.3, FLOPs (G)=0.06192026.06 | 53 | 15.82 | 0.39 | 9.64 | 1.92 | 32.32 | — | — | — | — | 2.77 | |
| ZeroIGtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 51.59 | 17.715 | 0.4046 | 6.9008 | 2.088 | 17.7718 | — | — | — | — | — | |
| SCItraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 49.06 | 14.1192 | 0.3886 | 3.4174 | 1.3497 | 17.5129 | — | — | — | — | — | |
| LIME2026.06 | 49 | 14.26 | 0.47 | 145.58 | 2.29 | 35.58 | — | — | — | — | 3.86 | |
| RUASParams (K)=1.4, FLOPs (G)=0.28132026.06 | 49 | 11.37 | 0.35 | 0.37 | 1.42 | 35.28 | — | — | — | — | 3.75 | |
| RUASParams (K)=1.4, FLOPs (G)=0.28132026.06 | 47 | 12.45 | 0.47 | 1.85 | 1.28 | 33.61 | — | — | — | — | 3.1 | |
| LIMEtraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 40.02 | 14.1842 | 0.5017 | 109.0293 | 1.8135 | 20.5171 | — | — | — | — | — | |
| RUAStraining_dataset=LOL, cross_dataset_generalization=true2026.03 | 37.98 | 11.4869 | 0.4568 | 0.0123 | 0.9217 | 17.1161 | — | — | — | — | — | |
| CLIP-LITLearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 13.56 | 42.4 | 19.15 | 39.8 | — | |
| CLODELearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 18.44 | 56.4 | 20.48 | 57.9 | — | |
| CoLIELearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 14.76 | 42 | 19.3 | 44.4 | — | |
| EnlightenGANLearning Paradigm=Unsupervised, Method Paradigm=Unpaired GANs2026.05 | — | — | — | — | — | — | 18.95 | 52.9 | 20.64 | 52.4 | — | |
| GDPLearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 13.81 | 40.3 | 17.61 | 48.1 | — | |
| Internally Referenced Low-Light Enhancement (Ours)Learning Paradigm=Unsupervised, Method Paradigm=Internally Referenced2026.05 | — | — | — | — | — | — | 19.43 | 60.1 | 21.57 | 61.3 | — | |
| PairLIELearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 18.98 | 56.2 | 20.74 | 56.4 | — | |
| PSENetLearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 18.2 | 47.4 | 19.69 | 47.2 | — | |
| RetinexDIPLearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 12.97 | 40.3 | 19.07 | 43.5 | — | |
| RRDNetLearning Paradigm=Unsupervised2026.05 | — | — | — | — | — | — | 13.38 | 39.4 | 18.48 | 42.2 | — | |
| RUASLearning Paradigm=Unsupervised, Method Paradigm=Retinex-based learning2026.05 | — | — | — | — | — | — | 15.71 | 50 | 17.6 | 54.4 | — | |
| SCILearning Paradigm=Unsupervised, Method Paradigm=Curve estimation2026.05 | — | — | — | — | — | — | 15.7 | 43.9 | 18.28 | 45.4 | — | |
| Zero-DCELearning Paradigm=Unsupervised, Method Paradigm=Curve estimation2026.05 | — | — | — | — | — | — | 16.4 | 47.5 | 19.98 | 46.5 | — |