Semantic Segmentation on Mapillary Vistas 7 classes (val)
95IoU (flat)Oracle (only-target)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Oracle (only-target)Resolution=Full, Depth=false2019.04 | 95 | 84.2 | 54.8 | 87.7 | 97.2 | 70.2 | 87.5 | 82.4 | |
| Oracle (only-target)Resolution=Full, Depth=false2019.04 | 95 | 84.2 | 54.8 | 87.7 | 97.2 | 70.2 | 87.5 | 82.4 | |
| MTKTAdaptation Scenario=GTA5 to Cityscapes and Mapillary, Source Domain=GTA5, Class Setting=7 classes2022.03 | 90.6 | 73.3 | 31 | 75.3 | 94.5 | 52.2 | 79.8 | 70.8 | |
| MTKTAdaptation Scenario=GTA5 to Cityscapes, IDD, and Mapillary, Source Domain=GTA5, Class Setting=7 classes2022.03 | 90.5 | 73.7 | 32.5 | 75.5 | 94.3 | 51.2 | 80.2 | 71.1 | |
| ADVENTAdaptation Scenario=GTA5 to Cityscapes and Mapillary, Source Domain=GTA5, Class Setting=7 classes2022.03 | 90 | 71.3 | 31.1 | 73 | 92.6 | 46.6 | 76.6 | 68.7 | |
| ADVENTAdaptation Scenario=GTA5 to Cityscapes, IDD, and Mapillary, Source Domain=GTA5, Class Setting=7 classes2022.03 | 89.2 | 72.4 | 32.4 | 73 | 92.7 | 41.6 | 74.9 | 68 | |
| ADASAdaptation Scenario=GTA5 to Cityscapes, IDD, and Mapillary, Source Domain=GTA5, Class Setting=7 classes2022.03 | 89.2 | 71.5 | 45.2 | 75.8 | 92.3 | 56.1 | 75.4 | 72.2 | |
| ADASAdaptation Scenario=GTA5 to Cityscapes and Mapillary, Source Domain=GTA5, Class Setting=7 classes2022.03 | 88.6 | 73.7 | 41 | 75.4 | 93.4 | 58.5 | 77.2 | 72.6 | |
| Advent*Resolution=Full, Depth=false2019.04 | 86.9 | 58.8 | 30.5 | 74.1 | 85.1 | 48.3 | 72.5 | 65.2 | |
| AdvEnt*Resolution=Full, Depth=false2019.04 | 86.9 | 58.8 | 30.5 | 74.1 | 85.1 | 48.3 | 72.5 | 65.2 | |
| DADAResolution=Full, Depth=true2019.04 | 86.7 | 62.1 | 34.9 | 75.9 | 88.6 | 51.1 | 73.8 | 67.6 | |
| DADAResolution=Full, Depth=true2019.04 | 86.7 | 62.1 | 34.9 | 75.9 | 88.6 | 51.1 | 73.8 | 67.6 | |
| DADAResolution=320 x 640, Depth=true2019.04 | 83.8 | 53.7 | 20.5 | 62.1 | 84.5 | 26.6 | 59.2 | 55.8 | |
| DADAResolution=320 x 640, Depth=true2019.04 | 83.8 | 53.7 | 20.5 | 62.1 | 84.5 | 26.6 | 59.2 | 55.8 | |
| Advent*Resolution=320 x 640, Depth=false2019.04 | 82.7 | 51.8 | 18.4 | 67.8 | 79.5 | 22.7 | 54.9 | 54 | |
| AdvEnt*Resolution=320 x 640, Depth=false2019.04 | 82.7 | 51.8 | 18.4 | 67.8 | 79.5 | 22.7 | 54.9 | 54 | |
| SPIGANResolution=320 x 640, Depth=true2019.04 | 74.1 | 47.1 | 6.8 | 43.3 | 83.7 | 11.2 | 42.2 | 44.1 | |
| SPIGANResolution=320 x 640, Depth=true2019.04 | 74.1 | 47.1 | 6.8 | 43.3 | 83.7 | 11.2 | 42.2 | 44.1 | |
| SPIGAN-no-PIResolution=320 x 640, Depth=false2019.04 | 53 | 30.8 | 3.6 | 14.6 | 53 | 5.8 | 26.9 | 26.8 | |
| SPIGAN-no-PIResolution=320 x 640, Depth=false2019.04 | 53 | 30.8 | 3.6 | 14.6 | 53 | 5.8 | 26.9 | 26.8 |