Semantic Segmentation on BDDS
79.67mIoUBaseline
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineBackbone=ResNet-502022.04 | 79.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FCNStandard=Oracle-Train on Tgt, Source Domain=BDDS2019.10 | 53 | 91.7 | 54.7 | 79.5 | 25.9 | 42 | 23.6 | 30.9 | 34.6 | 81.2 | 91.6 | 49.6 | 23.5 | 85.4 | 64.2 | 28.4 | |
| MADANStandard=Multi-source DA, Source Domain=GTA+SYNTHIA2019.10 | 36.3 | 60.2 | 29.5 | 66.6 | 16.9 | 10 | 16.6 | 10.9 | 16.4 | 78.8 | 75.1 | 47.5 | 17.3 | 48 | 24 | 13.2 | |
| CyCADAStandard=GTA-only DA, Source Domain=GTA2019.10 | 35.7 | 77.9 | 26.8 | 68.8 | 13 | 19.7 | 13.5 | 18.2 | 22.3 | 64.2 | 84.2 | 39 | 22.6 | 72 | 11.5 | 15.9 | |
| CyCADAStandard=Source-combined DA, Source Domain=GTA+SYNTHIA2019.10 | 33.7 | 61.5 | 27.6 | 72.1 | 6.5 | 2.8 | 15.7 | 10.8 | 18.1 | 78.3 | 73.8 | 44.9 | 16.3 | 41.5 | 21.1 | 21.8 | |
| MDANStandard=Multi-source DA, Source Domain=GTA+SYNTHIA2019.10 | 25 | 35.9 | 15.8 | 56.9 | 5.8 | 16.3 | 9.5 | 8.6 | 6.2 | 59.1 | 80.1 | 24.5 | 9.9 | 53.8 | 11.8 | 2.9 | |
| GTA+SYNTHIAStandard=Source-only, Source Domain=GTA+SYNTHIA2019.10 | 24.6 | 54.5 | 19.6 | 64 | 3.2 | 3.6 | 5.2 | 0 | 0 | 61.3 | 82.2 | 13.9 | 0 | 55.5 | 16.7 | 13.4 | |
| CyCADAStandard=SYNTHIA-only DA, Source Domain=SYNTHIA2019.10 | 24 | 55 | 13.8 | 45.2 | 0.1 | 0 | 13.2 | 0.5 | 10.6 | 63.3 | 67.4 | 22 | 6.9 | 52.5 | 10.5 | 10.4 | |
| GTAStandard=Source-only, Source Domain=GTA2019.10 | 22.3 | 50.2 | 18 | 55.1 | 3.1 | 7.8 | 7 | 0 | 3.5 | 61 | 50.4 | 19.2 | 0 | 58.1 | 3.2 | 19.8 | |
| SYNTHIAStandard=Source-only, Source Domain=SYNTHIA2019.10 | 17.1 | 7 | 6 | 50.5 | 0 | 0 | 15.1 | 0.2 | 2.4 | 60.3 | 85.6 | 16.5 | 0.5 | 36.7 | 3.3 | 0 | |
| GTRBackbone=ResNet-502022.04 | 3.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRPCBackbone=ResNet-502022.04 | 2.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ISW+Backbone=ResNet-502022.04 | 1.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWBackbone=ResNet-502022.04 | 1.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IBN+Backbone=ResNet-502022.04 | 1.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAN + SAWBackbone=ResNet-502022.04 | 0.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |