Low-Light Image Enhancement on MILL-s DSLR
31.209PSNRLOurs
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ours2025.11 | 31.209 | 26.197 | 89.6 | 0.135 | 9.681 | 1.036 | 3.754 | 9.55 | |
| Retinexformer2025.11 | 26.557 | 22.782 | 88.8 | 0.14 | 10.944 | 1.254 | 3.88 | 12.197 | |
| MirNetParams (M)=5.862025.11 | 26.46 | — | — | — | 14.03 | — | — | — | |
| PromptNorm2025.11 | 26.061 | 22.497 | 89.3 | 0.144 | 11.059 | 1.308 | 3.779 | 11.646 | |
| MambaLLIE2025.11 | 25.989 | 22.518 | 88.6 | 0.141 | 11.984 | 1.387 | 3.781 | 13.861 | |
| PromptNormParams (M)=44.802025.11 | 25.89 | — | — | — | 13.47 | — | — | — | |
| SI-RetinexformerParams (M)=1.612025.11 | 25.53 | — | — | — | 13.9 | — | — | — | |
| CWNet2025.11 | 25.49 | 22.231 | 88.3 | 0.146 | 11.722 | 1.492 | 3.992 | 14.853 | |
| MirNet2025.11 | 25.141 | 21.821 | 88.2 | 0.139 | 11.763 | 1.403 | 3.953 | 14.382 | |
| RetinexformerParams (M)=1.612025.11 | 25.09 | — | — | — | 14.15 | — | — | — | |
| DarkIR2025.11 | 24.7 | 21.502 | 87.6 | 0.142 | 12.177 | 1.382 | 3.788 | 12.351 | |
| DarkIRParams (M)=3.312025.11 | 24.65 | — | — | — | 14.39 | — | — | — | |
| GT-MeanParams (M)=1.882025.11 | 24.32 | — | — | — | 14.59 | — | — | — | |
| HVI-CIDNetParams (M)=1.882025.11 | 24.08 | — | — | — | 14.78 | — | — | — | |
| Unprocessed2025.11 | 23.237 | 21.718 | 74 | 0.151 | 13.211 | 1.615 | 5.419 | 18.226 | |
| GT-Mean2025.11 | 23.083 | 20.257 | 86.1 | 0.147 | 13.52 | 1.539 | 3.744 | 11.817 | |
| LLFormer2025.11 | 22.029 | 19.731 | 85 | 0.155 | 13.622 | 1.49 | 3.876 | 10.207 | |
| HVI-CIDNet2025.11 | 21.755 | 19.173 | 84.4 | 0.155 | 14.873 | 1.699 | 3.727 | 12.16 | |
| LLFormerParams (M)=24.522025.11 | 20.88 | — | — | — | 16.37 | — | — | — | |
| KinD2025.11 | 20.409 | 18.157 | 77.9 | 0.219 | 16.782 | 1.871 | 4.383 | 15.948 | |
| FourLLIEParams (M)=0.122025.11 | 17.29 | — | — | — | 24.51 | — | — | — | |
| KinDParams (M)=1.202025.11 | 16.71 | — | — | — | 23.88 | — | — | — | |
| RUASParams (M)=0.0032025.11 | 16.63 | — | — | — | 25.46 | — | — | — | |
| SCIParams (M)=0.00032025.11 | 16.02 | — | — | — | 24.05 | — | — | — | |
| FourLLIE2025.11 | 15.486 | 13.534 | 68.7 | 0.241 | 26.759 | 3.514 | 5.398 | 19.201 | |
| SCI2025.11 | 15.329 | 13.006 | 60.9 | 0.27 | 28.669 | 3.407 | 5.791 | 26.788 | |
| Unprocessed2025.11 | 13.46 | — | — | — | 30.34 | — | — | — | |
| RUAS2025.11 | 8.31 | 6.497 | 35.5 | 0.499 | 53.752 | 6.781 | 6.202 | 29.091 |