Semantic Segmentation on GTA5 → Cityscapes
95.14Road IoUHRDA
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HRDAScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 95.14 | 62.58 | 82.92 | 47.44 | 43.57 | 53.18 | 88.26 | 44.42 | 92.92 | 90.23 | 57.43 | 14.71 | 56.83 | 63.82 | 12.13 | 20.39 | |
| BUSBackbone=MiT-B52024.05 | 95.06 | 66.65 | 90.53 | 55.37 | 55.38 | 57.2 | 91.12 | 49.69 | 92.96 | 93.5 | 68.81 | 58.73 | 67.04 | 72.47 | 55.42 | 62.81 | |
| DAFScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 94.26 | 48.69 | 83.47 | 38.67 | 32.83 | 41.71 | 87.79 | 39.15 | 93.59 | 85.29 | 47.04 | 28.36 | 46.86 | 61.26 | 14.63 | 23.36 | |
| MICScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 93.26 | 58.96 | 79.3 | 21.62 | 31.41 | 39.32 | 85.48 | 31.94 | 91.64 | 88.16 | 44.77 | 47.64 | 42.77 | 58.17 | 11.87 | 19.71 | |
| ASNScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 82.34 | 2.21 | 75.3 | 8.01 | 3.52 | 9.99 | 71.96 | 15.61 | 70.97 | 77.16 | 22.59 | 20.8 | 0.06 | 35.43 | 10.84 | 16.6 | |
| PixmatchScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 79.27 | 2.06 | 72.36 | 6.96 | 2.94 | 11.07 | 76.29 | 23.23 | 77.72 | 79.77 | 44.72 | 18.02 | 0.01 | 38.03 | 9.46 | 15.15 | |
| UANScenario=Universal Domain Adaptation (UniDA), Backbone=ResNet-1012024.05 | 65.97 | 23.41 | 76.41 | 37.26 | 18.5 | 20.13 | 80.57 | 30.37 | 82.47 | 77.35 | 27.8 | 16.62 | 0 | 38 | 3.59 | 6.56 | |
| UniOTScenario=Universal Domain Adaptation (UniDA), Backbone=ResNet-1012024.05 | 17.67 | 5.14 | 44.86 | 55.45 | 2.31 | 52.61 | 40.01 | 3.37 | 79.43 | 52.87 | 52.31 | 7.18 | 0 | 20.2 | 5.36 | 7.49 | |
| OSBPScenario=Open-Set Domain Adaptation (OSDA), Backbone=ResNet-1012024.05 | 4.92 | 3.93 | 42.8 | 2.55 | 6.04 | 14.29 | 68.58 | 26.5 | 44.21 | 41.78 | 0.94 | 7.2 | 3.42 | 20.55 | 4.49 | 7.34 |