Semantic Segmentation on SYNTHIA-to-Cityscapes 13-class (train-to-val)
92Road IoUWSDA
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WSDAadditional distillation stage=false2021.12 | 92 | 53.5 | 80.9 | 3.8 | 6 | 81.6 | 84.4 | 60.8 | 24.4 | 80.5 | 39 | — | 26 | 41.7 | 51.9 | |
| ProDA*additional distillation stage=true2021.12 | 87.8 | 45.7 | 84.6 | 54.6 | 37 | 88.1 | 84.4 | 74.2 | 24.3 | 88.2 | 51.1 | — | 40.5 | 45.6 | 62 | |
| Seg-Uadditional distillation stage=false2021.12 | 87.6 | 41.9 | 83.1 | 31.3 | 19.9 | 81.6 | 80.6 | 63 | 21.8 | 86.2 | 40.7 | — | 23.6 | 53.1 | 54.9 | |
| ProDAadditional distillation stage=false2021.12 | 87.1 | 44 | 83.2 | 45.8 | 34.2 | 86.7 | 81.3 | 68.4 | 22.1 | 87.7 | 50 | — | 31.4 | 38.6 | 58.5 | |
| BDAadditional distillation stage=false2021.12 | 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 | |
| MFAadditional distillation stage=false2021.12 | 85.4 | 41.9 | 84.1 | 22.2 | 23.9 | 83.6 | 80.7 | 71.5 | 35.8 | 86.6 | 47.6 | — | 37.2 | 62.5 | 58.7 | |
| AdaStructadditional distillation stage=false2021.12 | 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 | |
| SIMadditional distillation stage=false2021.12 | 83 | 44 | 80.3 | 17.1 | 28.7 | 15.8 | 81.8 | 59.9 | 33.1 | 70.2 | 37.3 | — | 28.5 | 45.8 | 52.1 | |
| MFA*additional distillation stage=true2021.12 | 81.8 | 40.2 | 85.3 | 38 | 33.9 | 82.3 | 82 | 73.7 | 41.1 | 87.8 | 56.6 | — | 46.3 | 63.8 | 62.5 | |
| TPLDadditional distillation stage=false2021.12 | 80.9 | 44.3 | 82.2 | 20.5 | 30.1 | 77.2 | 80.9 | 60.6 | 25.5 | 84.8 | 41.1 | — | 24.7 | 43.7 | 53.5 | |
| FDAadditional distillation stage=false2021.12 | 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 |