Semantic Segmentation on Cityscapes (val) (Class IoUs and mIoU)
93.3Road IoUCorDA
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CorDAArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 93.3 | 61.6 | 85.3 | 19.6 | 5.1 | 37.8 | 36.6 | 42.8 | 84.9 | 90.4 | 69.7 | 41.8 | 85.6 | 38.4 | 32.6 | 53.9 | 55 | 62.8 | |
| LTIRArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 92.6 | 53.2 | 79.2 | — | — | — | 1.6 | 7.5 | 78.6 | 84.4 | 52.6 | 20 | 82.1 | 34.8 | 14.6 | 39.4 | — | 49.3 | |
| MetaCorrectionArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 92.6 | 52.7 | 81.3 | 8.9 | 2.4 | 28.1 | 13 | 7.3 | 83.5 | 85 | 60.1 | 19.7 | 84.8 | 37.2 | 21.5 | 43.9 | 45.1 | 52.5 | |
| PixMatchArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 92.5 | 54.6 | 79.8 | 4.78 | 0.08 | 24.1 | 22.8 | 17.8 | 79.4 | 76.5 | 60.8 | 24.7 | 85.7 | 33.5 | 26.4 | 54.4 | 46.1 | 54.5 | |
| SACArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 89.3 | 47.2 | 85.5 | 26.5 | 1.3 | 43 | 45.5 | 32 | 87.1 | 89.3 | 63.6 | 25.4 | 86.9 | 35.6 | 30.4 | 53 | 52.6 | 59.3 | |
| ConDAArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 88.1 | 46.7 | 81.1 | 10.6 | 1.1 | 31.3 | 22.6 | 19.6 | 81.3 | 84.3 | 53.9 | 21.7 | 79.8 | 42.9 | 24.2 | 46.8 | 46 | 53.3 | |
| ProDAArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 87.8 | 45.7 | 84.6 | 37.1 | 0.6 | 44 | 54.6 | 37 | 88.1 | 84.4 | 74.2 | 24.3 | 88.2 | 51.1 | 40.5 | 45.6 | 55.5 | 62 | |
| Seg-Uncert.Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 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 | 47.9 | 54.9 | |
| DPL-DualArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 87.5 | 45.7 | 82.8 | 13.3 | 0.6 | 33.2 | 22 | 20.1 | 83.1 | 86 | 56.6 | 21.9 | 83.1 | 40.3 | 29.8 | 45.7 | 47 | 54.2 | |
| CaCoArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 87.4 | 48.9 | 79.6 | 8.8 | 0.2 | 30.1 | 17.4 | 28.3 | 79.9 | 81.2 | 56.3 | 24.2 | 78.6 | 39.2 | 28.1 | 48.3 | 46 | 53.6 | |
| BDLArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 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 | |
| CAG-UDAArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 84.7 | 40.8 | 81.7 | 7.8 | 0 | 35.1 | 13.3 | 22.7 | 84.5 | 77.6 | 64.2 | 27.8 | 80.9 | 19.7 | 22.7 | 48.3 | 44.5 | — | |
| FADAArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 84.5 | 40.1 | 83.1 | 4.8 | 0 | 34.3 | 20.1 | 27.2 | 84.8 | 84 | 53.5 | 22.6 | 85.4 | 43.7 | 26.8 | 27.8 | 45.2 | 52.5 | |
| SIMArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 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 | |
| CLANArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 82.7 | 37.2 | 81.5 | — | — | — | 17.7 | 13.1 | 81.2 | 83.3 | 55.5 | 22.1 | 76.6 | 30.1 | 23.5 | 30.7 | — | 48.8 | |
| PLCAArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 82.6 | 29 | 81 | 11.2 | 0.2 | 33.6 | 24.9 | 18.3 | 82.8 | 82.3 | 62.1 | 26.5 | 85.6 | 48.9 | 26.8 | 52.2 | 46.8 | 54 | |
| KATPANArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 82.3 | 40.8 | 83.7 | 19.2 | 1.8 | 34.6 | 29.5 | 32.7 | 82.9 | 83.4 | 67.3 | 32.8 | 86.1 | 41.2 | 33.5 | 52.1 | 50.2 | 57.6 | |
| IASTArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 81.9 | 41.5 | 83.3 | 17.7 | 4.6 | 32.3 | 30.9 | 28.8 | 83.4 | 85 | 65.5 | 30.8 | 86.5 | 38.2 | 33.1 | 52.7 | 49.8 | 57 | |
| DACSArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 80.6 | 25.1 | 81.9 | 21.5 | 2.9 | 37.2 | 22.7 | 24 | 83.7 | 90.8 | 67.6 | 38.3 | 82.9 | 38.9 | 28.5 | 47.6 | 48.3 | 54.8 | |
| UPLRArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 79.4 | 34.6 | 83.5 | 19.3 | 2.8 | 35.3 | 32.1 | 26.9 | 78.8 | 79.6 | 66.6 | 30.3 | 86.1 | 36.6 | 19.5 | 56.9 | 48 | 54.6 | |
| FDA-MBTArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 79.3 | 35 | 73.2 | — | — | — | 19.9 | 24 | 61.7 | 82.6 | 61.4 | 31.1 | 83.9 | 40.8 | 38.4 | 51.1 | — | 52.5 | |
| AdaptSegArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 79.2 | 37.2 | 78.8 | 10.5 | 0.3 | 25.1 | 9.9 | 10.5 | 78.2 | 80.5 | 53.5 | 19.6 | 67 | 29.5 | 21.6 | 31.3 | 39.5 | 45.9 | |
| SePiCo (ProtoCL)Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 79.2 | 42.9 | 85.6 | 9.9 | 4.2 | 38 | 52.5 | 53.3 | 80.6 | 81.2 | 73.7 | 47.4 | 86.2 | 63.1 | 48 | 63.2 | 56.8 | 65.9 | |
| SePiCo (DistCL)Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 77 | 35.3 | 85.1 | 23.9 | 3.4 | 38 | 51 | 55.1 | 85.6 | 80.5 | 73.5 | 46.3 | 87.6 | 69.7 | 50.9 | 66.5 | 58.1 | 66.5 | |
| SePiCo (BankCL)Architecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 76.7 | 34.3 | 84.9 | 18.7 | 2.9 | 38.4 | 51.8 | 55.6 | 85 | 84.6 | 73.2 | 45 | 89.7 | 63.7 | 50.5 | 63.8 | 57.4 | 66.1 | |
| CTFArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 75.7 | 30 | 81.9 | 11.5 | 2.5 | 35.3 | 18 | 32.7 | 86.2 | 90.1 | 65.1 | 33.2 | 83.3 | 36.5 | 35.3 | 54.3 | 48.2 | 55.5 | |
| CBSTArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 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 | 42.6 | 48.9 | |
| MRKLDArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 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 | 43.8 | 50.1 | |
| Source OnlyArchitecture=DeepLab-V2, Backbone=ResNet-1012022.04 | 55.6 | 23.8 | 74.6 | 9.2 | 0.2 | 24.4 | 6.1 | 12.1 | 74.8 | 79 | 55.3 | 19.1 | 39.6 | 23.3 | 13.7 | 25 | 33.5 | 38.6 |