Backlight Image Enhancement on BAID
26.918PSNRCFWD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CFWDResolution=2K2024.01 | 26.918 | 0.917 | 0.118 | 14.852 | |
| WCDMResolution=2K2024.01 | 26.042 | 0.915 | 0.13 | 15.87 | |
| UnfoldLDMSources=Ours2025.11 | 24.97 | 0.91 | — | — | |
| IQPIRSources=Ours2026.03 | 24.06 | 0.885 | 0.083 | 25.32 | |
| Reti-DiffSources=ICLR252025.11 | 23.19 | 0.876 | — | — | |
| Reti-DiffSources=ICLR252026.03 | 23.19 | 0.876 | 0.147 | 27.47 | |
| MambaIRSources=ECCV242025.11 | 23.07 | 0.874 | — | — | |
| MambaIRSources=ECCV242026.03 | 23.07 | 0.874 | 0.153 | 29.13 | |
| ASTSources=CVPR242025.11 | 22.61 | 0.851 | — | — | |
| ASTSources=CVPR242026.03 | 22.61 | 0.851 | 0.156 | 32.47 | |
| Diff-RetinexSources=ICCV232025.11 | 22.07 | 0.861 | — | — | |
| ZeroIDIRType=UL2026.05 | 21.753 | 0.871 | 0.133 | — | |
| CLIP-LITType=UL2026.05 | 21.705 | 0.862 | 0.151 | — | |
| CLIP-LITResolution=2K2024.01 | 21.611 | 0.883 | 0.159 | 27.926 | |
| RAVESources=ECCV242025.11 | 21.26 | 0.872 | — | — | |
| RAVESources=ECCV242026.03 | 21.26 | 0.872 | 0.096 | 64.89 | |
| CLIP-LITSources=ICCV232025.11 | 21.13 | 0.853 | — | — | |
| CLIP-LITSources=ICCV232026.03 | 21.13 | 0.853 | 0.159 | 37.3 | |
| DiffIRSources=ICCV232025.11 | 21.1 | 0.835 | — | — | |
| DiffIRSources=ICCV232026.03 | 21.1 | 0.835 | 0.175 | 40.35 | |
| LightenDiffType=UL2026.05 | 20.985 | 0.838 | 0.215 | — | |
| RAVEType=UL2026.05 | 20.086 | 0.836 | 0.181 | — | |
| Zero-DCEType=UL2026.05 | 19.915 | 0.849 | 0.175 | — | |
| PyDiffType=SL2026.05 | 19.881 | 0.836 | 0.224 | — | |
| NeRCoType=UL2026.05 | 19.142 | 0.811 | 0.267 | — | |
| KinD++Type=SL2026.05 | 18.849 | 0.824 | 0.194 | — | |
| UHDFourResolution=2K2024.01 | 18.541 | 0.713 | 0.319 | 36.025 | |
| UHDFourType=SL2026.05 | 18.537 | 0.673 | 0.348 | — | |
| EnlightenGANResolution=2K2024.01 | 17.957 | 0.866 | 0.125 | 47.045 | |
| AnlightenDiffType=SL2026.05 | 17.727 | 0.724 | 0.331 | — | |
| SNRNetResolution=2K2024.01 | 17.325 | 0.754 | 0.398 | 63.463 | |
| QuadPriorType=UL2026.05 | 17.203 | 0.747 | 0.388 | — | |
| FourierDiffType=UL2026.05 | 17.024 | 0.781 | 0.248 | — | |
| SCIResolution=2K2024.01 | 16.639 | 0.768 | 0.197 | 41.458 | |
| EnlightenGANType=UL2026.05 | 16.455 | 0.813 | 0.244 | — | |
| PairLIEType=UL2026.05 | 16.188 | 0.778 | 0.277 | — | |
| Zero-DCE++Resolution=2K2024.01 | 16.021 | 0.832 | 0.24 | 47.03 | |
| RetinexNetType=SL2026.05 | 15.851 | 0.781 | 0.229 | — | |
| Reti-DiffType=SL2026.05 | 15.604 | 0.821 | 0.249 | — | |
| AGLLDiffType=UL2026.05 | 14.153 | 0.721 | 0.38 | — | |
| SCIType=UL2026.05 | 12.816 | 0.733 | 0.335 | — | |
| RUASType=UL2026.05 | 9.972 | 0.612 | 0.535 | — |