Semantic Segmentation on GTA to {Cityscapes, BDD100K, Mapillary, ACDC, DarkZurich} (val)
58.63mIoU (Cityscapes)HRDA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| HRDABackbone=MiT-B5, DGInStyle integration=true, Source Domain=GTA2023.12 | 58.63 | 52.25 | 62.47 | 57.78 | 46.07 | 25.53 | 48.99 | 2.5 | |
| HRDABackbone=MiT-B52023.04 | 57.41 | 49.11 | 61.16 | 55.9 | 44.04 | 20.97 | 46.54 | — | |
| HRDABackbone=MiT-B5, DGInStyle integration=false, Source Domain=GTA2023.12 | 57.41 | 49.11 | 61.16 | 55.9 | 44.04 | 20.97 | 46.54 | — | |
| DAFormerBackbone=MiT-B5, DGInStyle integration=true, Source Domain=GTA2023.12 | 55.31 | 50.82 | 56.62 | 54.25 | 44.04 | 25.58 | 46.47 | 4.3 | |
| DAFormerBackbone=MiT-B52023.04 | 52.65 | 47.89 | 54.66 | 51.73 | 38.25 | 17.45 | 42.18 | — | |
| DAFormerBackbone=MiT-B5, DGInStyle integration=false, Source Domain=GTA2023.12 | 52.65 | 47.89 | 54.66 | 51.73 | 38.25 | 17.45 | 42.18 | — | |
| Color-AugBackbone=MiT-B5, DGInStyle integration=true, Source Domain=GTA2023.12 | 50.76 | 47.21 | 52.33 | 50.1 | 38.92 | 20.94 | 42.03 | 3.3 | |
| SHADEBackbone=MiT-B52023.04 | 48.52 | 45.17 | 51.69 | 48.46 | 36.33 | 16.21 | 39.58 | — | |
| HRDABackbone=ResNet-101, DGInStyle integration=true, Source Domain=GTA2023.12 | 46.89 | 42.81 | 50.19 | 46.63 | 34.19 | 16.16 | 38.05 | 7.2 | |
| SHADEBackbone=ResNet-1012023.04 | 46.66 | 43.66 | 45.5 | 45.27 | 29.06 | 8.01 | 34.58 | — | |
| SHADEBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 46.66 | 43.66 | 45.5 | 45.27 | 29.06 | 8.01 | 34.58 | — | |
| Color-AugBackbone=MiT-B5, DGInStyle integration=false, Source Domain=GTA2023.12 | 46.64 | 45.45 | 49.04 | 47.04 | 36.1 | 16.37 | 38.72 | — | |
| PhotoDistortBackbone=MiT-B52023.04 | 45.57 | 43.02 | 47.51 | 45.36 | 35.15 | 15.55 | 37.36 | — | |
| SAN-SAWBackbone=ResNet-1012023.04 | 45.33 | 41.18 | 40.77 | 42.43 | — | — | — | — | |
| SAN-SAWBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 45.33 | 41.18 | 40.77 | 42.23 | — | — | — | — | |
| FSDRBackbone=ResNet-1012023.04 | 44.8 | 41.2 | 43.4 | 43.13 | 24.77 | 9.66 | 32.77 | — | |
| FSDRBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 44.8 | 41.2 | 43.4 | 43.13 | 24.77 | 9.66 | 32.77 | — | |
| AdvStyleBackbone=ResNet-1012023.04 | 44.51 | 39.27 | 43.48 | 42.42 | — | — | — | — | |
| AdvStyleBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 44.51 | 39.27 | 43.48 | 42.42 | — | — | — | — | |
| GTRBackbone=ResNet-1012023.04 | 43.7 | 39.6 | 39.1 | 40.8 | — | — | — | — | |
| GTRBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 43.7 | 39.6 | 39.1 | 40.8 | — | — | — | — | |
| DRPCBackbone=ResNet-1012023.04 | 42.53 | 38.72 | 38.05 | 39.77 | — | — | — | — | |
| DRPCBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 42.53 | 38.72 | 38.05 | 39.77 | — | — | — | — | |
| RobustNetBackbone=ResNet-101, DGInStyle integration=true, Source Domain=GTA2023.12 | 41.03 | 39.62 | 44.85 | 41.83 | 32.3 | 12.73 | 34.11 | 6.8 | |
| IBN-NetBackbone=ResNet-101, DGInStyle integration=true, Source Domain=GTA2023.12 | 40.8 | 38.98 | 43.2 | 40.99 | 31.68 | 11.19 | 33.17 | 5.1 | |
| HRDABackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 39.63 | 38.69 | 42.21 | 40.18 | 26.08 | 7.8 | 30.88 | — | |
| IBN-NetBackbone=ResNet-1012023.04 | 37.37 | 34.21 | 36.81 | 36.13 | — | — | — | — | |
| IBN-NetBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 37.37 | 34.21 | 36.81 | 36.13 | 25.85 | 6.12 | 28.07 | — | |
| ISWBackbone=ResNet-1012023.04 | 37.2 | 33.36 | 35.57 | 35.38 | — | — | — | — | |
| RobustNetBackbone=ResNet-101, DGInStyle integration=false, Source Domain=GTA2023.12 | 37.2 | 33.36 | 35.57 | 35.38 | 24.8 | 5.49 | 27.28 | — | |
| PhotoDistortBackbone=ResNet-1012023.04 | 34.34 | 32.43 | 31.41 | 32.73 | 24.2 | 5.49 | 25.58 | — |