Image Dehazing on SOTS outdoor RESIDE (test)
40.4PSNRFSNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FSNetParams (M)=13.28, FLOPS (G)=1112024.09 | 40.4 | 0.997 | |
| ConvIR-BParams (M)=8.63, FLOPS (G)=71.222024.09 | 39.42 | 0.996 | |
| CasDyF-NetParams (M)=6.23, FLOPS (G)=40.552024.09 | 38.86 | 0.995 | |
| ZID-Net2026.04 | 38.73 | 0.993 | |
| DSANetParams (M)=3.86, FLOPS (G)=37.722024.09 | 38.39 | 0.995 | |
| MB-TaylorFormer-LParams (M)=7.41, FLOPS (G)=86.32024.09 | 38.09 | 0.989 | |
| OKNetParams (M)=14.3, FLOPS (G)=422024.09 | 37.68 | 0.995 | |
| C2PNetVenue & Year=CVPR 20232026.04 | 36.68 | 0.99 | |
| MixDehazeNet-LParams (M)=12.42, FLOPS (G)=86.72024.09 | 36.5 | 0.986 | |
| DehazeVenue & Year=TIP2026.04 | 34.95 | 0.984 | |
| PMNetParams (M)=18.9, FLOPS (G)=81.132024.09 | 34.74 | 0.985 | |
| SGIDVenue & Year=TIP 20222026.04 | 34.36 | 0.983 | |
| MAXIMParams (M)=14.1, FLOPS (G)=2162024.09 | 34.19 | 0.985 | |
| FFA-NetParams (M)=4.456, FLOPS (G)=287.82024.09 | 33.57 | 0.984 | |
| FFAVenue & Year=AAAI 20202026.04 | 33.57 | 0.984 | |
| U2-Former2021.12 | 31.1 | 0.976 | |
| GridDehazeNetParams (M)=0.956, FLOPS (G)=21.52024.09 | 30.86 | 0.982 | |
| DMGN2021.12 | 28.56 | 0.97 | |
| DA2021.12 | 27.14 | 0.938 | |
| DehazeNet2020.08 | 26.84 | 0.8264 | |
| Uformer2021.12 | 26.52 | 0.944 | |
| DM2F-Net2021.12 | 26.5 | 0.912 | |
| ODCRTraining Protocol=Unpaired, #Param (M)=11.38, Latency (ms)=10.142024.04 | 26.16 | 0.96 | |
| D4Training Protocol=Unpaired, #Param (M)=10.70, Latency (ms)=28.082024.04 | 25.83 | 0.956 | |
| DehazeNetTraining Protocol=Paired, #Param (M)=0.009, Latency (ms)=0.9192024.04 | 24.75 | 0.927 | |
| AOD-NetTraining Protocol=Paired, #Param (M)=0.002, Latency (ms)=0.3902024.04 | 24.14 | 0.92 | |
| Deep DCPEpoch=272018.12 | 24.08 | 0.933 | |
| AOD-Net2020.08 | 24.08 | 0.8726 | |
| USID-NetTraining Protocol=Unpaired, #Param (M)=3.780, Latency (ms)=31.012024.04 | 23.89 | 0.919 | |
| CUTTraining Protocol=Unpaired, #Param (M)=11.38, Latency (ms)=10.062024.04 | 23.67 | 0.904 | |
| LCA-Net2020.08 | 23.37 | 0.8763 | |
| GCANet2021.12 | 23.18 | 0.914 | |
| DehazeNet2021.12 | 22.9 | 0.881 | |
| DehazeNet2018.12 | 22.72 | 0.858 | |
| CAP2018.12 | 22.3 | 0.914 | |
| MSCNN2020.08 | 21.73 | 0.8313 | |
| GFN2018.12 | 21.49 | 0.838 | |
| AOD-Net2018.12 | 21.34 | 0.924 | |
| CycleDehazeTraining Protocol=Unpaired, #Param (M)=11.38, Latency (ms)=10.192024.04 | 21.31 | 0.899 | |
| GRM2020.08 | 20.77 | 0.7617 | |
| CycleGANTraining Protocol=Unpaired, #Param (M)=11.38, Latency (ms)=10.222024.04 | 20.55 | 0.856 | |
| RefineDNetTraining Protocol=Unpaired, #Param (M)=65.80, Latency (ms)=248.52024.04 | 19.84 | 0.853 | |
| AOD-Net2021.12 | 19.62 | 0.836 | |
| MSCNN2018.12 | 19.56 | 0.863 | |
| NLD2020.08 | 19.52 | 0.7328 | |
| DCPTraining Protocol=Unpaired2024.04 | 19.13 | 0.815 | |
| DCP2020.08 | 18.54 | 0.71 | |
| NLD2018.12 | 18.07 | 0.802 | |
| BCCR2020.08 | 17.71 | 0.7409 | |
| GDNTraining Protocol=Paired, #Param (M)=0.956, Latency (ms)=9.9052024.04 | 17.69 | 0.841 | |
| DCP2018.12 | 17.56 | 0.822 | |
| DCP2021.12 | 17.12 | 0.844 | |
| DCPVenue & Year=TPAMI 20102026.04 | 16.98 | 0.858 | |
| FVR2020.08 | 16.61 | 0.7236 | |
| BCCR2018.12 | 15.49 | 0.781 | |
| YOLYTraining Protocol=Unpaired, #Param (M)=32.002024.04 | 14.75 | 0.857 | |
| MSCNNTraining Protocol=Paired, #Param (M)=0.008, Latency (ms)=0.6192024.04 | 14.62 | 0.908 |