Semantic Segmentation on Cityscapes -> Dark Zurich (val)
91.2Road IoUSePiCo (DistCL)
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SePiCo (DistCL)Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 91.2 | 61.3 | 67 | 28.5 | 15.5 | 44.7 | 44.3 | 41.3 | 65.4 | 22.5 | 80.4 | 41.3 | 52.4 | 71.2 | 39.3 | 0 | 39.6 | 27.5 | 28.8 | 45.4 | |
| CDAdaArchitecture=RefineNet, Backbone=ResNet-1012022.04 | 90.5 | 60.6 | 67.9 | 37 | 19.3 | 42.9 | 36.4 | 35.3 | 66.9 | 24.4 | 79.8 | 45.4 | 42.9 | 70.8 | 51.7 | 0 | 29.7 | 27.7 | 26.2 | 45 | |
| DANNetArchitecture=RefineNet, Backbone=ResNet-1012022.04 | 90 | 54 | 74.8 | 41 | 21.1 | 25 | 26.8 | 30.2 | 72 | 26.2 | 84 | 47 | 33.9 | 68.2 | 19 | 0.3 | 66.4 | 38.3 | 23.6 | 44.3 | |
| DANNetArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 88.6 | 53.4 | 69.8 | 34 | 20 | 25 | 31.5 | 35.9 | 69.5 | 32.2 | 82.3 | 44.2 | 43.7 | 54.1 | 22 | 0.1 | 40.9 | 36 | 24.1 | 42.5 | |
| SePiCo (BankCL)Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 88.5 | 54.8 | 66.5 | 25.1 | 13.5 | 40 | 39.6 | 40.8 | 62.5 | 25.1 | 79 | 37.8 | 54.8 | 70.4 | 63.7 | 0 | 36.8 | 15.6 | 23.4 | 44.1 | |
| SePiCo (ProtoCL)Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 87.3 | 50.9 | 64.5 | 25.6 | 12.1 | 38.3 | 40.8 | 37.5 | 61 | 21.9 | 77.6 | 37.4 | 47 | 67.8 | 54.5 | 0 | 33.7 | 27 | 23.7 | 42.6 | |
| AdaptSegArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 86.1 | 44.2 | 55.1 | 22.2 | 4.8 | 21.1 | 5.6 | 16.7 | 37.2 | 8.4 | 1.2 | 35.9 | 26.7 | 68.2 | 45.1 | 0 | 50.1 | 33.9 | 15.6 | 30.4 | |
| AdvEntArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 85.8 | 37.9 | 55.5 | 27.7 | 14.5 | 23.1 | 14 | 21.1 | 32.1 | 8.7 | 2 | 39.9 | 16.6 | 64 | 13.8 | 0 | 58.8 | 28.5 | 20.7 | 29.7 | |
| BDLArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 85.3 | 41.1 | 61.9 | 32.7 | 17.4 | 20.6 | 11.4 | 21.3 | 29.4 | 8.9 | 1.1 | 37.4 | 22.1 | 63.2 | 28.2 | 0 | 47.7 | 39.4 | 15.7 | 30.8 | |
| GCMAArchitecture=RefineNet, Backbone=ResNet-1012022.04 | 81.7 | 46.9 | 58.8 | 22 | 20 | 41.2 | 40.5 | 41.6 | 64.8 | 31 | 32.1 | 53.5 | 47.5 | 75.5 | 39.2 | 0 | 49.6 | 30.7 | 21 | 42 | |
| MGCDAArchitecture=RefineNet, Backbone=ResNet-1012022.04 | 80.3 | 49.3 | 66.2 | 7.8 | 11 | 41.4 | 38.9 | 39 | 64.1 | 18 | 55.8 | 52.1 | 53.5 | 74.7 | 66 | 0 | 37.5 | 29.1 | 22.7 | 42.5 | |
| Source OnlyArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 79 | 21.8 | 53 | 13.3 | 11.2 | 22.5 | 20.2 | 22.1 | 43.5 | 10.4 | 18 | 37.4 | 33.8 | 64.1 | 6.4 | 0 | 52.3 | 30.4 | 7.4 | 28.8 | |
| DMAdaArchitecture=RefineNet, Backbone=ResNet-1012022.04 | 75.5 | 29.1 | 48.6 | 21.3 | 14.3 | 34.3 | 36.8 | 29.9 | 49.4 | 13.8 | 0.4 | 43.3 | 50.2 | 69.4 | 18.4 | 0 | 27.6 | 34.9 | 11.9 | 32.1 | |
| Source OnlyArchitecture=RefineNet, Backbone=ResNet-1012022.04 | 68.8 | 23.2 | 46.8 | 20.8 | 12.6 | 29.8 | 30.4 | 26.9 | 43.1 | 14.3 | 0.3 | 36.9 | 49.7 | 63.6 | 6.8 | 0.2 | 24 | 33.6 | 9.3 | 28.5 |