Object Detection on Cityscapes adaptation from KITTI (val)
75.9mAPoracle(tgt)
Evaluation Results
| Method | Links | |
|---|---|---|
| oracle(tgt)Arch=ResNet-502022.05 | 75.9 | |
| oracle(src+tgt)Arch=ResNet-502022.05 | 75.8 | |
| oracle(src+tgt)Arch=VGG-162022.05 | 62.5 | |
| oracle(tgt)Arch=VGG-162022.05 | 60 | |
| TDDArch=ResNet-502022.05 | 49.8 | |
| GPAArch=ResNet-502022.05 | 47.9 | |
| ViSGAArch=ResNet-502022.05 | 47.6 | |
| TDDArch=VGG-162022.05 | 47.4 | |
| CDNGlobal=true, Instance=true2020.03 | 44.9 | |
| MKTArch=ResNet-502022.05 | 44.3 | |
| COTArch=VGG-162022.05 | 43.6 | |
| SCDAArch=ResNet-502022.05 | 43.6 | |
| SAPNetArch=VGG-162022.05 | 43.4 | |
| SSA-DASD=true, SA=true2020.11 | 43.3 | |
| SWDAGlobal=true, Instance=true2020.03 | 43.2 | |
| EPMArch=VGG-162022.05 | 43.2 | |
| SWDAArch=ResNet-502022.05 | 43.2 | |
| CDNGlobal=false, Instance=true2020.03 | 43.1 | |
| MeGA-CDA2021.03 | 43 | |
| MEGAArch=VGG-162022.05 | 43 | |
| SCDAGlobal=true, Instance=true2020.03 | 42.9 | |
| D&MatchArch=ResNet-502022.05 | 42.7 | |
| DSSArch=ResNet-502022.05 | 42.7 | |
| SSA-DASD=true, SA=false2020.11 | 42.6 | |
| SC-DA(Type3)2020.11 | 42.5 | |
| Selective DA2021.03 | 42.5 | |
| SCDAArch=VGG-162022.05 | 42.5 | |
| SSA-DASD=false, SA=true2020.11 | 42.2 | |
| ATF2021.03 | 42.1 | |
| ATFArch=VGG-162022.05 | 42.1 | |
| DA-FasterArch=ResNet-502022.05 | 41.8 | |
| SFAArch=ResNet-502022.05 | 41.3 | |
| MAF2020.11 | 41 | |
| MAF2021.03 | 41 | |
| CDNGlobal=true, Instance=false2020.03 | 40.2 | |
| DA-Faster2020.11 | 38.5 | |
| DAFaster2021.03 | 38.5 | |
| DA-FasterArch=VGG-162022.05 | 38.5 | |
| DA-FasterGlobal=true, Instance=true2020.03 | 38.3 | |
| Strong-Weak2021.03 | 37.9 | |
| SWDAArch=VGG-162022.05 | 37.9 | |
| Source onlyGlobal=false, Instance=false2020.03 | 37.1 | |
| source onlyArch=ResNet-502022.05 | 32.5 | |
| Source-only2020.11 | 30.2 | |
| Source Only2021.03 | 30.2 | |
| source onlyArch=VGG-162022.05 | 30.2 |