Semantic Segmentation on SYNTHIA to {CityScapes, BDD, Mapillary} (val)
59.8mIoU (CityScapes)DIDEX with MIC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DIDEX with MICEncoder=Transformer, No real data=true, Source Dataset=SYNTHIA2023.12 | 59.8 | 47.4 | 59.5 | 55.6 | |
| DIDEX with MICEncoder=ResNet, No real data=true, Source Dataset=SYNTHIA2023.12 | 53.1 | 41.8 | 50.3 | 48.4 | |
| PromptFormerEncoder=Transformer, No real data=true, Source Dataset=SYNTHIA2023.12 | 49.3 | — | — | — | |
| ReVTEncoder=Transformer, No real data=true, Source Dataset=SYNTHIA2023.12 | 46.3 | 40.3 | 44.8 | 43.8 | |
| RICAEncoder=ResNet, No real data=true, Source Dataset=SYNTHIA2023.12 | 45 | 36.3 | 41.6 | 41 | |
| CMFormerEncoder=Transformer, No real data=true, Source Dataset=SYNTHIA2023.12 | 44.6 | 33.4 | 43.3 | 40.4 | |
| BaselineEncoder=Transformer, No real data=true, Source Dataset=SYNTHIA2023.12 | 41.4 | 36.2 | 42.4 | 40 | |
| SAN+SAWEncoder=ResNet, No real data=true, Source Dataset=SYNTHIA2023.12 | 40.9 | 36 | 37.3 | 38.1 | |
| WEDGEEncoder=ResNet, No real data=false, Source Dataset=SYNTHIA2023.12 | 40.9 | 38.1 | 43.1 | 40.7 | |
| FSDREncoder=ResNet, No real data=false, Source Dataset=SYNTHIA2023.12 | 40.8 | 37.4 | 39.6 | 39.3 | |
| ISW + AdvStyleBackbone=ResNet-101, Source Domain=SYNTHIA, Categories=162022.07 | 39.74 | 28.33 | 32.87 | 33.65 | |
| GTREncoder=ResNet, No real data=false, Source Dataset=SYNTHIA2023.12 | 39.7 | 35.3 | 36.4 | 37.1 | |
| IBN-Net + AdvStyleBackbone=ResNet-101, Source Domain=SYNTHIA, Categories=162022.07 | 38.72 | 28.55 | 33.59 | 33.62 | |
| DRPCEncoder=ResNet, No real data=false, Source Dataset=SYNTHIA2023.12 | 37.6 | 34.4 | 34.1 | 35.4 | |
| Baseline + AdvStyleBackbone=ResNet-101, Source Domain=SYNTHIA, Categories=162022.07 | 37.59 | 27.45 | 31.76 | 32.27 | |
| SWEncoder=ResNet, No real data=true, Source Dataset=SYNTHIA2023.12 | 36.1 | 36.6 | 32.6 | 35.1 | |
| IBN-NetBackbone=ResNet-101, Source Domain=SYNTHIA, Categories=162022.07 | 35.83 | 23.62 | 28.88 | 29.44 | |
| ISWBackbone=ResNet-101, Source Domain=SYNTHIA, Categories=162022.07 | 35.27 | 23.51 | 26.72 | 28.51 | |
| BaselineBackbone=ResNet-101, Source Domain=SYNTHIA, Categories=162022.07 | 34.94 | 21.96 | 27.94 | 28.28 | |
| BaselineEncoder=ResNet, No real data=true, Source Dataset=SYNTHIA2023.12 | 34.3 | 27.8 | 38 | 33.4 | |
| IBN-NetEncoder=ResNet, No real data=true, Source Dataset=SYNTHIA2023.12 | 34.2 | 32.6 | 36.2 | 34.3 |