Object Detection on Cityscapes S -> C adaptation (val)
76.4mAPoracle(src+tgt)
Evaluation Results
| Method | Links | |
|---|---|---|
| oracle(src+tgt)Arch=ResNet-502022.05 | 76.4 | |
| oracle(tgt)Arch=ResNet-502022.05 | 75.9 | |
| TDDArch=ResNet-502022.05 | 63.3 | |
| DA-ProPrompt=domain-adaptive2023.06 | 62.9 | |
| BaselinePrompt=hand-crafted2023.06 | 60.8 | |
| oracle(src+tgt)Arch=VGG-162022.05 | 60.1 | |
| oracle(tgt)Arch=VGG-162022.05 | 60 | |
| SIGMA2023.06 | 53.7 | |
| TDDArch=VGG-162022.05 | 53.4 | |
| SFAArch=ResNet-502022.05 | 52.6 | |
| SCAN2023.06 | 52.6 | |
| MKTArch=ResNet-502022.05 | 50.2 | |
| ViSGAArch=ResNet-502022.05 | 49.3 | |
| EPMArch=VGG-162022.05 | 49 | |
| SWDAArch=VGG-162022.05 | 47.7 | |
| GPAArch=ResNet-502022.05 | 47.6 | |
| MTORArch=ResNet-502022.05 | 46.6 | |
| RPAArch=VGG-162022.05 | 45.7 | |
| AFANArch=ResNet-502022.05 | 45.5 | |
| SCDAArch=ResNet-502022.05 | 45.1 | |
| SAPNetArch=VGG-162022.05 | 44.9 | |
| MEGAArch=VGG-162022.05 | 44.8 | |
| MeGA2023.06 | 44.8 | |
| SWDAArch=ResNet-502022.05 | 44.6 | |
| COTArch=VGG-162022.05 | 44.5 | |
| DSSArch=ResNet-502022.05 | 44.5 | |
| DSS2023.06 | 44.5 | |
| D&MatchArch=ResNet-502022.05 | 43.9 | |
| C2FArch=VGG-162022.05 | 43.8 | |
| UMTArch=VGG-162022.05 | 43.1 | |
| SCDAArch=VGG-162022.05 | 43 | |
| ATFArch=VGG-162022.05 | 42.8 | |
| source onlyArch=ResNet-502022.05 | 42.8 | |
| DA-FasterArch=ResNet-502022.05 | 41.9 | |
| DA-FasterArch=VGG-162022.05 | 39 | |
| DA-Faster2023.06 | 38.2 | |
| source onlyArch=VGG-162022.05 | 37.8 |