Image Dehazing on SOTS Indoor RESIDE
42.62PSNRMixDehazeNet-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MixDehazeNet-LParam(M)=12.42, MACs(G)=86.7, Latency(ms)=56.522023.05 | 42.62 | 99.7 | |
| C2PNetModel Variant=C2PNet2023.09 | 42.56 | 99.5 | |
| gUNet-D#Param (M)=5.025, MACs (G)=16.48, Latency (ms)=19.652022.09 | 41.34 | 99.6 | |
| SFNetModel Variant=SFNet2023.09 | 41.24 | 99.6 | |
| MixDehazeNet-BParam(M)=6.25, MACs(G)=43.61, Latency(ms)=28.452023.05 | 40.9 | 99.6 | |
| gUNet-B#Param (M)=2.614, MACs (G)=8.548, Latency (ms)=9.7122022.09 | 40.65 | 99.6 | |
| DehazeFormer-L#Param=25.44M, MACs=279.7G2022.04 | 40.05 | 99.6 | |
| FFANet+SPNModel Variant=FFANet, Contrastive Paradigm=SPN2023.09 | 39.8 | 99.5 | |
| gUNet-S#Param (M)=1.408, MACs (G)=4.579, Latency (ms)=5.3772022.09 | 39.76 | 99.5 | |
| MixDehazeNet-SParam(M)=3.16, MACs(G)=22.06, Latency(ms)=14.562023.05 | 39.47 | 99.5 | |
| UDNParam(M)=4.252023.05 | 38.62 | 99.1 | |
| DehazeFormer-M#Param=4.634M, MACs=48.64G2022.04 | 38.46 | 99.4 | |
| PMNet#Param (M)=18.9, MACs (G)=81.13, Latency (ms)=28.082022.09 | 38.41 | 99 | |
| PMNetParam(M)=18.9, MACs(G)=81.13, Latency(ms)=27.162023.05 | 38.41 | 99 | |
| DehazeFormer-B+SPNModel Variant=DehazeFormer-B, Contrastive Paradigm=SPN2023.09 | 38.41 | 99.4 | |
| MAXIMParam(M)=14.1, MACs(G)=2162023.05 | 38.11 | 99.1 | |
| gUNet-T#Param (M)=0.805, MACs (G)=2.595, Latency (ms)=3.3912022.09 | 37.99 | 99.3 | |
| DehazeF-B#Param (M)=2.514, MACs (G)=25.79, Latency (ms)=27.162022.09 | 37.84 | 99.4 | |
| DehazeFormer-B#Param=2.514M, MACs=25.79G2022.04 | 37.84 | 99.4 | |
| DehazeFormer-BModel Variant=DehazeFormer-B2023.09 | 37.84 | 99.4 | |
| DehazeFormer-S+SPNModel Variant=DehazeFormer-S, Contrastive Paradigm=SPN2023.09 | 37.24 | 99.3 | |
| AECR-Net#Param (M)=2.611, MACs (G)=52.2, Latency (ms)=6.0952022.09 | 37.17 | 99 | |
| AECR-Net#Param=2.611M, MACs=52.20G2022.04 | 37.17 | 99 | |
| AECR-NetParam(M)=2.611, MACs(G)=52.2, Latency(ms)=28.082023.05 | 37.17 | 99 | |
| AECR-NetModel Variant=AECR-Net2023.09 | 37.17 | 99 | |
| DehazeFormer-S#Param=1.283M, MACs=13.13G2022.04 | 36.82 | 99.2 | |
| DehazeFormer-SModel Variant=DehazeFormer-S2023.09 | 36.82 | 99.2 | |
| FFA-Net#Param (M)=4.456, MACs (G)=287.8, Latency (ms)=55.912022.09 | 36.39 | 98.9 | |
| FFA-Net#Param=4.456M, MACs=287.8G2022.04 | 36.39 | 98.9 | |
| FFA-NetParam(M)=4.456, MACs(G)=287.8, Latency(ms)=55.912023.05 | 36.39 | 98.9 | |
| FFANetModel Variant=FFANet2023.09 | 36.39 | 98.9 | |
| DehamerParam(M)=132.45, MACs(G)=48.932023.05 | 36.36 | 98.8 | |
| DehazeFormer-T+SPNModel Variant=DehazeFormer-T, Contrastive Paradigm=SPN2023.09 | 35.51 | 99 | |
| DehazeFormer-T#Param=0.686M, MACs=6.658G2022.04 | 35.15 | 98.9 | |
| DehazeFormer-TModel Variant=DehazeFormer-T2023.09 | 35.15 | 98.9 | |
| MSBDN#Param (M)=31.35, MACs (G)=41.54, Latency (ms)=13.252022.09 | 33.67 | 98.5 | |
| MSBDN#Param=31.35M, MACs=41.54G2022.04 | 33.67 | 98.5 | |
| MSBDNParam(M)=31.35, MACs(G)=41.54, Latency(ms)=13.252023.05 | 33.67 | 98.5 | |
| PFDN#Param (M)=11.27, MACs (G)=50.46, Latency (ms)=4.8092022.09 | 32.68 | 97.6 | |
| PFDN#Param=11.27M, MACs=50.46G2022.04 | 32.68 | 97.6 | |
| PFDNParam(M)=11.27, MACs(G)=50.46, Latency(ms)=4.8092023.05 | 32.68 | 97.6 | |
| GDNet#Param (M)=0.956, MACs (G)=21.49, Latency (ms)=9.9052022.09 | 32.16 | 98.4 | |
| GridDehazeNet#Param=0.956M, MACs=21.49G2022.04 | 32.16 | 98.4 | |
| GridDehazeNetParam(M)=0.956, MACs(G)=21.49, Latency(ms)=9.9052023.05 | 32.16 | 98.4 | |
| GCANet#Param (M)=0.702, MACs (G)=18.41, Latency (ms)=3.6952022.09 | 30.23 | 98 | |
| GCANet#Param=0.702M, MACs=18.41G2022.04 | 30.23 | 98 | |
| GCANetParam(M)=0.702, MACs(G)=18.41, Latency(ms)=3.6952023.05 | 30.23 | 98 | |
| CAE2020.08 | 24.56 | 91.26 | |
| GFN#Param (M)=0.499, MACs (G)=14.94, Latency (ms)=3.8492022.09 | 22.3 | 88 | |
| GFN#Param=0.499M, MACs=14.94G2022.04 | 22.3 | 88 | |
| GFNParam(M)=0.499, MACs(G)=14.94, Latency(ms)=3.8492023.05 | 22.3 | 88 | |
| DehazeNet2020.08 | 21.14 | 84.72 | |
| AOD-Net#Param (M)=0.002, MACs (G)=0.115, Latency (ms)=0.392022.09 | 20.51 | 81.6 | |
| AOD-Net#Param=0.002M, MACs=0.115G2022.04 | 20.51 | 81.6 | |
| AOD-NetParam(M)=0.002, MACs(G)=0.115, Latency(ms)=0.392023.05 | 20.51 | 81.6 | |
| MSCNN#Param (M)=0.008, MACs (G)=0.525, Latency (ms)=0.6192022.09 | 19.84 | 83.3 | |
| MSCNN#Param=0.008M, MACs=0.525G2022.04 | 19.84 | 83.3 | |
| MSCNNParam(M)=0.008, MACs(G)=0.525, Latency(ms)=0.6192023.05 | 19.84 | 83.3 | |
| DehazeNet#Param (M)=0.009, MACs (G)=0.581, Latency (ms)=0.9192022.09 | 19.82 | 82.1 | |
| DehazeNet#Param=0.009M, MACs=0.581G2022.04 | 19.82 | 82.1 | |
| DehazeNetParam(M)=0.009, MACs(G)=0.581, Latency(ms)=0.9192023.05 | 19.82 | 82.1 | |
| AOD-Net2020.08 | 19.06 | 85.04 | |
| GRM2020.08 | 18.86 | 85.53 | |
| LCA-Net2020.08 | 18.23 | 78.08 | |
| MSCNN2020.08 | 17.57 | 81.02 | |
| NLD2020.08 | 17.29 | 74.89 | |
| BCCR2020.08 | 16.88 | 79.13 | |
| DCP2020.08 | 16.62 | 81.79 | |
| DCP2022.09 | 16.62 | 81.8 | |
| DCP2022.04 | 16.62 | 81.8 | |
| DCP2023.05 | 16.62 | 81.8 | |
| FVR2020.08 | 15.72 | 74.83 |