Semantic Segmentation on Foggy Zurich (test)
51.9mIoUTDo-Dif
Evaluation results
| Method | Links | |
|---|---|---|
| TDo-DifTarget Domain Training Data=None specified2022.07 | 51.9 | |
| Refign-DAFormerTarget Domain Training Data=ACDC [41]2022.07 | 51.4 | |
| CuDA-Net+Backbone=DeepLab-v2, Experiment Category=Ours2021.12 | 49.1 | |
| CuDA-Net+Target Domain Training Data=None specified2022.07 | 49.1 | |
| FIFOTarget Domain Training Data=None specified2022.07 | 48.4 | |
| CuDA-NetBackbone=DeepLab-v2, Experiment Category=Ours2021.12 | 48.2 | |
| CMAda3+training_condition=foggy weather2019.01 | 46.8 | |
| MS R3+expert_models=RefineNet and CMAda3+, selection_method=adaptive selection at testing time2019.01 | 46.8 | |
| CMAda3+Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 46.8 | |
| CMAda3+Backbone=RefineNet, Experiment Category=Synthesis2021.12 | 46.8 | |
| CMAda3+Target Domain Training Data=Foggy CS-DBF [7], Foggy Zurich [7]2022.07 | 46.8 | |
| CMAda3Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 43.7 | |
| CMAda2+Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 43.4 | |
| CMAda2training_condition=foggy weather2019.01 | 42.9 | |
| MS R2expert_models=RefineNet and CMAda2, selection_method=adaptive selection at testing time2019.01 | 42.9 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 42.9 | |
| CMAda2Backbone=RefineNet, Experiment Category=Synthesis2021.12 | 42.9 | |
| AnalogicalGANBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 42.3 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro, Density Estimator=Ours2019.01 | 41.5 | |
| DISEBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 40.7 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 40.6 | |
| CycleGANBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 40.5 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 39.8 | |
| SFSU+DISEBackbone=DeepLab-v2, Experiment Category=Synthesis+DA2021.12 | 39.3 | |
| MUNITBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 39.1 | |
| CMAda1Clear-weather training=Cityscapes [12], Real fog=GoPro, Density Estimator=Ours2019.01 | 38.9 | |
| MSCNN+DISEBackbone=DeepLab-v2, Experiment Category=Defogging+DA2021.12 | 38.6 | |
| ProDABackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 37.8 | |
| CMAda1Clear-weather training=Cityscapes [12], Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 37.5 | |
| SACBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 37 | |
| CMAda1Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours)2019.01 | 36.3 | |
| CCMBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 35.8 | |
| SFSUClear-weather training=Cityscapes [12], Synthetic fog=SGF [59]2019.01 | 35.7 | |
| CMAda1Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59]2019.01 | 35.7 | |
| SFSUBackbone=RefineNet, Experiment Category=Synthesis2021.12 | 35.7 | |
| RefineNettraining_condition=clear weather2019.01 | 34.6 | |
| RefineNetClear-weather training=Cityscapes [12]2019.01 | 34.6 | |
| BaselineClear-weather training=Cityscapes [12]2019.01 | 34.6 | |
| RefineNetBackbone=RefineNet, Experiment Category=Backbone2021.12 | 34.6 | |
| MSCNNBackbone=RefineNet, Experiment Category=Defogging2021.12 | 34.4 | |
| DMLCBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 33.5 | |
| DCPBackbone=RefineNet, Experiment Category=Defogging2021.12 | 31.2 | |
| DCPDNBackbone=DeepLab-v2, Experiment Category=Defogging2021.12 | 28.7 | |
| DACSBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 28.7 | |
| Non-localBackbone=RefineNet, Experiment Category=Defogging2021.12 | 27.6 | |
| GFNBackbone=DeepLab-v2, Experiment Category=Defogging2021.12 | 27.5 | |
| Multi-taskExperiment Category=Domain Adaptation2021.12 | 26.1 | |
| AdSegNetBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 26.1 | |
| DeepLab-v2Backbone=DeepLab-v2, Experiment Category=Backbone2021.12 | 25.9 | |
| AdSegNetClear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro2019.01 | 25 | |
| ADVENTBackbone=DeepLab-v2, Experiment Category=Domain Adaptation2021.12 | 24.5 |