Semantic Segmentation on SYNTHIA to Cityscapes v1 (val)
86.4Road IoUAPODA
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APODABackbone=DeepLabv22019.12 | 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 | — | |
| AdvEntBackbone=DeepLabv22019.12 | 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 | 41.2 | |
| MCDBackbone=DRN-1052019.12 | 84.8 | 43.6 | 79 | 3.9 | 0.2 | 29.1 | 7.2 | 5.5 | 83.8 | 83.1 | 51 | 11.7 | 79.9 | 27.2 | 6.2 | 0 | 43.5 | 37.3 | |
| AdaptSegNetBackbone=DeepLabv22019.12 | 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 | — | |
| Ours (Stage-II)Backbone=DeepLabv2, Stage=II2019.12 | 83.1 | 38.2 | 81.7 | 9.3 | 1 | 35.1 | 30.3 | 19.9 | 82 | 80.1 | 62.8 | 21.1 | 84.4 | 37.8 | 24.5 | 53.3 | 53.8 | 46.5 | |
| SIBANBackbone=DeepLabv22019.12 | 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=DeepLabv22019.12 | 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 | 40 | |
| Ours (Stage-I)Backbone=DeepLabv2, Stage=I2019.12 | 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 | 43.2 | |
| CLANBackbone=DeepLabv22019.12 | 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 | — | |
| CBSTBackbone=DeepLabv22019.12 | 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 | 42.6 | |
| MRKLDBackbone=DeepLabv22019.12 | 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 | 43.8 | |
| SourceBackbone=DeepLabv2, Reference_group=CBST group2019.12 | 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 | 34.9 | |
| SourceBackbone=DeepLabv2, Reference_group=SIBAN group2019.12 | 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 | — | |
| SourceBackbone=DeepLabv2, Reference_group=Ours group2019.12 | 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 | 35.2 | |
| SourceBackbone=DRN-1052019.12 | 14.9 | 11.4 | 58.7 | 1.9 | 0 | 24.1 | 1.2 | 6 | 68.8 | 76 | 54.3 | 7.1 | 34.2 | 15 | 0.8 | 0 | 26.8 | 23.4 |