Semantic Segmentation on Foggy Driving (FD) (test)
53.9mIoURefign-DAFormer
Evaluation results
| Method | Links | |
|---|---|---|
| Refign-DAFormerTarget Domain Training Data=ACDC [41]2022.07 | 53.9 | |
| CuDA-Net+Backbone=DeepLab-v2, Experiment Category=Ours2021.12 | 53.5 | |
| CuDA-Net+Target Domain Training Data=None specified2022.07 | 53.5 | |
| CuDA-NetBackbone=DeepLab-v2, Experiment Category=Ours2021.12 | 52.7 | |
| FIFOTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 50.7 | |
| FIFOTarget Domain Training Data=None specified2022.07 | 50.7 | |
| TDo-DifTarget Domain Training Data=None specified2022.07 | 50.7 | |
| CMAda2+Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 49.9 | |
| CMAda2+Train Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 49.9 | |
| CMAda3+Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 49.8 | |
| CMAda3+Backbone=RefineNet, Experiment Category=Synthesis2021.12 | 49.8 | |
| CMAda3+Train Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 49.8 | |
| CMAda3+Target Domain Training Data=Foggy CS-DBF [7], Foggy Zurich [7]2022.07 | 49.8 | |
| CMAda3Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 48.9 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 48.5 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro, Density Estimator=Ours2019.01 | 48.5 | |
| MUNITBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 47.8 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 47.7 | |
| CycleGANBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 47.7 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 47.5 | |
| AnalogicalGANBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 47.5 | |
| DANN-GramTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 47.3 | |
| AdvEntTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=true2022.04 | 46.9 | |
| SFSUClear-weather training=Cityscapes [12], Synthetic fog=SGF [59]2019.01 | 46.3 | |
| CMAda1Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59]2019.01 | 46.3 | |
| CMAda1Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours)2019.01 | 46.3 | |
| CMAda1Clear-weather training=Cityscapes [12], Real fog=GoPro, Density Estimator=Ours2019.01 | 46 | |
| DANNTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 46 | |
| CMAda1Clear-weather training=Cityscapes [12], Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 45.7 | |
| DISEBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 45.2 | |
| RefineNetClear-weather training=Cityscapes [12]2019.01 | 44.3 | |
| BaselineClear-weather training=Cityscapes [12]2019.01 | 44.3 | |
| RefineNetTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=false2022.04 | 44.3 | |
| RefineNet-lwTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=false2022.04 | 43.6 | |
| SACBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 43.4 | |
| CCMBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 42.6 | |
| ProDABackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 41.2 | |
| SFSU+DISEBackbone=DeepLab-v2, Experiment Category=Synthesis+DA2021.12 | 39 | |
| MSCNNBackbone=RefineNet, Experiment Category=Defogging2021.12 | 38.3 | |
| DCPDNBackbone=DeepLab-v2, Experiment Category=Defogging2021.12 | 37.9 | |
| AdSegNetBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 37.6 | |
| CMAda2Backbone=RefineNet, Experiment Category=Synthesis2021.12 | 37.3 | |
| GFNBackbone=DeepLab-v2, Experiment Category=Defogging2021.12 | 37.2 | |
| MSCNN+DISEBackbone=DeepLab-v2, Experiment Category=Defogging+DA2021.12 | 37.1 | |
| ADVENTBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 36.1 | |
| SFSUBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 35.9 | |
| RefineNetBackbone=RefineNet, Experiment Category=Backbone2021.12 | 35.8 | |
| DeepLab-v2Backbone=DeepLab-v2, Experiment Category=Backbone2021.12 | 35.7 | |
| DACSBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 35 | |
| DCPBackbone=RefineNet, Experiment Category=Defogging2021.12 | 33.2 | |
| Non-localBackbone=RefineNet, Experiment Category=Defogging2021.12 | 32.8 | |
| DMLCBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 32.6 | |
| Multi-taskExperiment Category=Domain Adaptation2021.12 | 31.6 | |
| AdSegNetClear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro2019.01 | 29.7 | |
| AdSegNetTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=true2022.04 | 29.7 | |
| FDATrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=true2022.04 | 21.8 |