Semantic Segmentation on SYNTHIA to Cityscapes (Custom Metrics)
88.31Road IoUMIC
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MICScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 88.31 | 70.71 | 85 | 26.23 | 6.6 | 35.27 | 84.8 | 91.41 | 81.47 | 53.62 | 55.39 | 58.2 | 57.46 | 10.02 | 17.23 | |
| BUSBackbone=MiT-B52024.05 | 86.85 | 43.49 | 89.35 | 46.12 | 4.39 | 54.29 | 87.9 | 92.49 | 91.46 | 61.23 | 58.11 | 59.81 | 64.62 | 33.37 | 44.01 | |
| HRDAScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 85.62 | 41.74 | 83.29 | 36.35 | 0.86 | 35.17 | 83.98 | 90.9 | 84.74 | 50.42 | 46.78 | 58.33 | 54.68 | 12.68 | 20.82 | |
| PixmatchScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 74.16 | 8.15 | 76.21 | 0.01 | 0 | 5.64 | 44.15 | 63.76 | 44.66 | 17.27 | 0.13 | 0.38 | 26.3 | 6.87 | 11 | |
| ASNScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 72.7 | 41.29 | 73.59 | 7.38 | 0.08 | 1.17 | 71.35 | 82.22 | 67.35 | 23.3 | 0.94 | 20.56 | 38.49 | 4.62 | 8.25 | |
| DAFScenario=Unsupervised Domain Adaptation (UDA)2024.05 | 70.1 | 39.65 | 83.09 | 22.75 | 4.66 | 41.19 | 81.56 | 91.79 | 84.36 | 51.13 | 43.78 | 46.2 | 51.49 | 9.07 | 15.57 | |
| UANScenario=Universal Domain Adaptation (UniDA), Backbone=ResNet-1012024.05 | 33.24 | 19.03 | 71.49 | 4.02 | 0.05 | 14.34 | 75.78 | 81.06 | 53.88 | 19.34 | 8.14 | 21.84 | 31.3 | 4.53 | 7.91 | |
| OSBPScenario=Open-Set Domain Adaptation (OSDA), Backbone=ResNet-1012024.05 | 6.71 | 9.49 | 49.83 | 0.7 | 0 | 0.76 | 26.03 | 36.91 | 20.04 | 4.76 | 2.9 | 8.7 | 13.2 | 4.9 | 7.14 | |
| UniOTScenario=Universal Domain Adaptation (UniDA), Backbone=ResNet-1012024.05 | 0 | 16.79 | 18.52 | 1.05 | 6.49 | 16.8 | 14.52 | 57.4 | 6.48 | 2.59 | 3.73 | 3.88 | 12.35 | 5.49 | 7.06 |