Low-light Image Enhancement on LOL syn v2
29.84PSNRGLARE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GLARE2024.07 | 29.84 | 95.8 | |
| WBDMTime(s)=1.2467, Steps=10, Param(M)=22.07892026.04 | 29.4624 | 91.06 | |
| LYT-NetFLOPs (G)=3.49, Params (M)=0.045, GT-mean gamma correction=true2024.01 | 29.38 | 94 | |
| LL-SKF2024.07 | 29.11 | 95.3 | |
| RetinexformerFLOPs (G)=15.57, Params (M)=1.61, GT-mean gamma correction=true2024.01 | 28.99 | 93.9 | |
| KAN-TParams (M)=2.8, GT-mean gamma correction=true2024.01 | 28.77 | 93.9 | |
| DepthLuxParams (M)=9.75, GT-mean gamma correction=true2024.01 | 28.69 | 92 | |
| GSADTime(s)=4.9064, Steps=20, Param(M)=17.44022026.04 | 28.3251 | 94.26 | |
| SNR-NetFLOPs (G)=26.35, Params (M)=4.01, GT-mean gamma correction=true2024.01 | 27.79 | 94.1 | |
| M2Retinexformer2026.05 | 27.12 | 95 | |
| CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.03 | 26.75 | 94.7 | |
| SADMTime(s)=4.0067, Steps=10, Param(M)=97.82352026.04 | 26.7042 | 92.24 | |
| DVANetVenue=Ours2026.06 | 26.51 | 95.3 | |
| URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.05 | 26.36 | 94.4 | |
| URWKVFLOPS (G)=18.34, Params (M)=2.252026.03 | 26.36 | 94.4 | |
| LLFlow2024.07 | 26.23 | 94.3 | |
| IERRParams=1.42M2026.04 | 26.21 | 94.3 | |
| DPECFLOPS(G)=16.11, Params(M)=2.582024.06 | 26.19 | 93.9 | |
| DRPTime(s)=5.7947, Steps=5, Param(M)=62.82362026.04 | 26.1412 | 94.44 | |
| VIVNetVenue=TPAMI’262026.06 | 26.01 | 94.8 | |
| MIRNetFLOPs (G)=785, Params (M)=31.76, GT-mean gamma correction=true2024.01 | 25.96 | 89.8 | |
| MRQ2024.07 | 25.94 | 93.5 | |
| RetinexMambaFLOPS(G)=34.75, Params(M)=24.12024.06 | 25.89 | 94.3 | |
| RetinexMamba2026.05 | 25.89 | 93.5 | |
| RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.05 | 25.88 | 93.3 | |
| RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.03 | 25.88 | 93.3 | |
| MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.03 | 25.87 | 94 | |
| SFHformerParams=1.04M2026.04 | 25.8 | 93.7 | |
| InterLightColor Space=HVI, Params/M=10.91, FLOPs/G=8.412026.05 | 25.73 | 93.5 | |
| CIDNetFLOPS (G)=7.57, Params (M)=1.882026.03 | 25.71 | 94.2 | |
| CIDNetParams=1.88M2026.04 | 25.71 | 94.2 | |
| CIDNetVenue=CVPR'25, Color Space=HVI, Params/M=1.88, FLOPs/G=7.572026.05 | 25.71 | 94.2 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612023.03 | 25.67 | 93 | |
| Retformer2024.07 | 25.67 | 93 | |
| RetinexformerFLOPS(G)=15.57, Params(M)=1.612024.06 | 25.67 | 93 | |
| RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.05 | 25.67 | 92.8 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.03 | 25.67 | 93 | |
| Retinexformer2026.04 | 25.67 | 93 | |
| UCMNet2026.04 | 25.67 | 93.6 | |
| RetinexFormerParams=1.61M2026.04 | 25.67 | 93 | |
| RetinexformerVenue=ICCV'23, Color Space=Retinex, Params/M=1.53, FLOPs/G=15.852026.05 | 25.67 | 93 | |
| RetinexformerVenue=ICCV’232026.06 | 25.67 | 93 | |
| RFTime(s)=0.6239, Steps=1, Param(M)=1.60572026.04 | 25.6697 | 92.82 | |
| MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.05 | 25.65 | 93.9 | |
| DarkIR2026.04 | 25.54 | 93.4 | |
| Retinexformer2026.05 | 25.52 | 92.9 | |
| CWNetVenue=ICCV'25, Color Space=RGB, Params/M=1.23, FLOPs/G=11.32026.05 | 25.5 | 93.6 | |
| RestormerFLOPs (G)=144.25, Params (M)=26.13, GT-mean gamma correction=true2024.01 | 25.43 | 85.9 | |
| DPEC-RetinexFLOPS(G)=16.11, Params(M)=2.582024.06 | 25.11 | 93.8 | |
| MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.05 | 25.05 | 92.3 | |
| PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.05 | 24.94 | 93.7 | |
| BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.05 | 24.87 | 92.1 | |
| LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.05 | 24.79 | 93.1 | |
| DiffIRVenue=ICCV’232026.06 | 24.76 | 92.1 | |
| URetinexVenue=CVPR’222026.06 | 24.73 | 89.7 | |
| FourLLIEModel Type=LLIE, Params (M)=0.122025.05 | 24.65 | 91.9 | |
| URetinexNet++Venue=TPAMI’252026.06 | 24.6 | 92.7 | |
| GSAD2026.04 | 24.47 | 92.9 | |
| FourLLIEVenue=MM’242026.06 | 24.17 | 91.7 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012023.03 | 24.14 | 92.8 | |
| SCI2024.07 | 24.14 | 92.8 | |
| SNR2024.07 | 24.14 | 92.8 | |
| URetinex-Net2024.07 | 24.14 | 92.8 | |
| SNR-NetFLOPS(G)=26.35, Params(M)=4.012024.06 | 24.14 | 92.8 | |
| SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.05 | 24.14 | 92.7 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.03 | 24.14 | 92.8 | |
| SNR-NetParams=4.01M2026.04 | 24.14 | 92.8 | |
| SNR-Net2026.05 | 24.14 | 92.8 | |
| SNR-AwareVenue=CVPR'22, Color Space=SNR+RGB, Params/M=4.01, FLOPs/G=26.352026.05 | 24.14 | 92.8 | |
| LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.05 | 24.13 | 90.8 | |
| LLFormerParams=24.55M2026.04 | 24.04 | 90.9 | |
| LLFormerVenue=AAAI'23, Color Space=RGB, Params/M=24.55, FLOPs/G=22.522026.05 | 24.04 | 90.9 | |
| LYT-NetFLOPs (G)=3.49, Params (M)=0.045, GT-mean gamma correction=false2024.01 | 23.78 | 92.1 | |
| LEDNetParams=7.07M2026.04 | 23.71 | 91.4 | |
| UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.05 | 23.6 | 91.3 | |
| DRBNFLOPS (G)=48.61, Params (M)=5.272023.03 | 23.22 | 92.7 | |
| DRBN2024.07 | 23.22 | 92.7 | |
| DRBNFLOPS(G)=48.61, Params(M)=5.272024.06 | 23.22 | 92.7 | |
| DRBNVenue=CVPR’202026.06 | 23.22 | 92.7 | |
| ASTVenue=CVPR’242026.06 | 22.25 | 92.7 | |
| 3DLUTFLOPs (G)=0.075, Params (M)=0.59, GT-mean gamma correction=false2024.01 | 22.17 | 85.4 | |
| SparseFLOPs (G)=53.26, Params (M)=2.33, GT-mean gamma correction=false2024.01 | 22.05 | 90.5 | |
| SparseFLOPS (G)=53.26, Params (M)=2.332023.03 | 22.05 | 90.5 | |
| Sparse2024.07 | 22.05 | 90.5 | |
| SparseFLOPS(G)=53.26, Params(M)=2.332024.06 | 22.05 | 90.5 | |
| MIRNetFLOPS (G)=785, Params (M)=31.762023.03 | 21.94 | 87.6 | |
| MIRNet2024.07 | 21.94 | 87.6 | |
| MIRNetFLOPS(G)=785, Params(M)=31.762024.06 | 21.94 | 87.6 | |
| MIRNet2026.05 | 21.94 | 87.6 | |
| MIRNetVenue=ECCV’202026.06 | 21.94 | 87.6 | |
| LightenDTime(s)=1.1227, Steps=20, Param(M)=34.90232026.04 | 21.6341 | 86.64 | |
| LightenDiffVenue=ECCV'24, Color Space=RGB, Params/M=26.54, FLOPs/G=2257.422026.05 | 21.58 | 86.9 | |
| RestormerFLOPS (G)=144.25, Params (M)=26.132023.03 | 21.41 | 83 | |
| Restormer2024.07 | 21.41 | 83 | |
| RestormerFLOPS(G)=144.25, Params(M)=26.132024.06 | 21.41 | 83 | |
| RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.05 | 21.41 | 83.1 | |
| Restormer2026.04 | 21.41 | 83 | |
| RestormerParams=26.10M2026.04 | 21.41 | 83 | |
| Restormer2026.05 | 21.41 | 83 | |
| RestormerVenue=CVPR’222026.06 | 21.41 | 83 |