Semantic Segmentation on GTAV to {Cityscapes, BDD100K, Mapillary, SYNTHIA, GTAV} (val)
45.79mIoU (Cityscapes)WildNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WildNetBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV2022.04 | 45.79 | 41.73 | 47.08 | 32.51 | 71.91 | 47.81 | |
| FSDRBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV2022.04 | 44.8 | 41.2 | 43.4 | — | — | — | |
| GLTRBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV2022.04 | 43.7 | 39.6 | 39.1 | — | — | — | |
| DRPCBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV2022.04 | 42.53 | 38.72 | 38.05 | — | — | — | |
| IBN-NetBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV, re-implemented=true2022.04 | 37.68 | 36.64 | 36.75 | 30.84 | 70.39 | 42.46 | |
| RobustNetBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV, re-implemented=true2022.04 | 37.26 | 38.66 | 38.09 | 30.17 | 70.53 | 42.94 | |
| BaselineBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV, Note=Authors' base model2022.04 | 35.73 | 34.06 | 33.42 | 29.06 | 71.79 | 40.81 | |
| BaselineBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV, Reference=[45]2022.04 | 34 | 28.1 | 28.6 | — | — | — | |
| BaselineBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV, Reference=[62]2022.04 | 33.56 | 27.76 | 28.33 | — | — | — | |
| BaselineBackbone=ResNet-101, Segmentation Architecture=DeepLabV3+, Source Domain=GTAV, Reference=[22]2022.04 | 33.4 | 27.3 | 27.9 | — | — | — |