Semantic Segmentation on SYNTHIA to Cityscapes 16 and 13 categories (val)
91.2RoadASA
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ASABackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 91.2 | 48.5 | 80.4 | 3.7 | 0.3 | 21.7 | 5.5 | 5.2 | 79.5 | 83.6 | 56.4 | 21 | 80.3 | 36.2 | 20 | 32.9 | 49.3 | |
| DADABackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 89.2 | 44.8 | 81.4 | 6.8 | 0.3 | 26.2 | 8.6 | 11.1 | 81.8 | 84 | 54.7 | 19.3 | 79.7 | 40.7 | 14 | 38.8 | 49.8 | |
| UncertaintyBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 87.6 | 41.9 | 83.1 | 14.7 | 1.7 | 36.2 | 31.3 | 19.9 | 81.6 | 80.6 | 63 | 21.8 | 86.2 | 40.7 | 23.6 | 53.1 | 54.9 | |
| APODABackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 86.4 | 41.3 | 79.3 | — | — | — | 22.6 | 17.3 | 80.3 | 81.6 | 56.9 | 21 | 84.1 | 49.1 | 24.6 | 45.7 | 53.1 | |
| BLBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 86 | 46.7 | 80.3 | — | — | — | 14.1 | 11.6 | 79.2 | 81.3 | 54.1 | 27.9 | 73.7 | 42.2 | 25.7 | 45.3 | 51.4 | |
| AdvEntBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 85.6 | 42.2 | 79.7 | 8.7 | 0.4 | 25.9 | 5.4 | 8.1 | 80.4 | 84.1 | 57.9 | 23.8 | 73.3 | 36.4 | 14.2 | 33 | 48 | |
| Uncertainty + AdaBoost StudentBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 85.6 | 43.9 | 83.9 | 19.2 | 1.7 | 38 | 37.9 | 19.6 | 85.5 | 88.4 | 64.1 | 25.7 | 86.6 | 43.9 | 31.2 | 51.3 | 57.5 | |
| SP-AdvBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 84.8 | 35.8 | 78.6 | — | — | — | 6.2 | 15.6 | 80.5 | 82 | 66.5 | 22.7 | 74.3 | 34.1 | 19.2 | 27.3 | 48.3 | |
| AdaptSegNetBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 84.3 | 42.7 | 77.5 | — | — | — | 4.7 | 7 | 77.9 | 82.5 | 54.3 | 21 | 72.3 | 32.2 | 18.9 | 32.3 | 46.7 | |
| MRNet + AdaBoost StudentBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 83.6 | 40.1 | 81.3 | 9.6 | 0.8 | 36.8 | 25.8 | 16.3 | 84.5 | 87.1 | 60.3 | 23.9 | 84.9 | 32.3 | 19 | 48.4 | 52.9 | |
| DTBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 83 | 44 | 80.3 | — | — | — | 17.1 | 15.8 | 80.5 | 81.8 | 59.9 | 33.1 | 70.2 | 37.3 | 28.5 | 45.8 | 52.1 | |
| SIBANBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 82.5 | 24 | 79.4 | — | — | — | 16.5 | 12.7 | 79.2 | 82.8 | 58.3 | 18 | 79.3 | 25.3 | 17.6 | 25.9 | 46.3 | |
| PatchAlignBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 82.4 | 38 | 78.6 | 8.7 | 0.6 | 26 | 3.9 | 11.1 | 75.5 | 84.6 | 53.5 | 21.6 | 71.4 | 32.6 | 19.3 | 31.7 | 46.5 | |
| MRNetBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 82 | 36.5 | 80.4 | 4.2 | 0.4 | 33.7 | 18 | 13.4 | 81.1 | 80.8 | 61.3 | 21.7 | 84.4 | 32.4 | 14.8 | 45.7 | 50.2 | |
| CLANBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 81.3 | 37 | 80.1 | — | — | — | 16.1 | 13.7 | 78.2 | 81.5 | 53.4 | 21.2 | 73 | 32.9 | 22.6 | 30.7 | 47.8 | |
| CCMBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 79.6 | 36.4 | 80.6 | 13.3 | 0.3 | 25.5 | 22.4 | 14.9 | 81.8 | 77.4 | 56.8 | 25.9 | 80.7 | 45.3 | 29.9 | 52 | 52.9 | |
| MaxSquareBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 77.4 | 34 | 78.7 | 5.6 | 0.2 | 27.7 | 5.8 | 9.8 | 80.7 | 83.2 | 58.5 | 20.5 | 74.1 | 32.1 | 11 | 29.9 | 45.8 | |
| CBSTBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 68 | 29.9 | 76.3 | 10.8 | 1.4 | 33.9 | 22.8 | 29.5 | 77.6 | 78.3 | 60.6 | 28.3 | 81.6 | 23.5 | 18.8 | 39.8 | 48.9 | |
| AdaptSegNet + AdaBoost StudentBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 67.9 | 30.1 | 77.9 | 10.2 | 1.5 | 37.2 | 30.9 | 22.3 | 80.8 | 83.1 | 52.4 | 20.9 | 72.9 | 25.4 | 12.7 | 45.7 | 47.9 | |
| MRKLDBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 67.7 | 32.2 | 73.9 | 10.7 | 1.6 | 37.4 | 22.2 | 31.2 | 80.8 | 80.5 | 60.8 | 29.1 | 82.8 | 25 | 19.4 | 45.3 | 50.1 | |
| Source (Baseline 2)Backbone=ResNet-101, Architecture=DeepLab-v22021.03 | 64.3 | 21.3 | 73.1 | 2.4 | 1.1 | 31.4 | 7 | 27.7 | 63.1 | 67.6 | 42.2 | 19.9 | 73.1 | 15.3 | 10.5 | 38.9 | 40.3 | |
| SourceBackbone=ResNet-101, Architecture=DeepLab-v22021.03 | 55.6 | 23.8 | 74.6 | — | — | — | 6.1 | 12.1 | 74.8 | 79 | 55.3 | 19.1 | 39.6 | 23.3 | 13.7 | 25 | 38.6 | |
| Source (Baseline 3)Backbone=ResNet-101, Architecture=DeepLab-v22021.03 | 44 | 19.3 | 70.9 | 8.7 | 0.8 | 28.2 | 16.1 | 16.7 | 79.8 | 81.4 | 57.8 | 19.2 | 46.9 | 17.2 | 12 | 43.8 | 40.4 |