Unsupervised Domain Adaptation on VisDA Synthetic to Real 2017
87.8AccuracyCDAN+MCC w/ SDAT
Evaluation results
| Method | Links | |
|---|---|---|
| CDAN+MCC w/ SDATBackbone=ViT2022.06 | 87.8 | |
| CDAN+MCCBackbone=ViT2022.06 | 85.1 | |
| BSP + TSABackbone=ResNet-1012021.03 | 82 | |
| CDAN + TSABackbone=ResNet-1012021.03 | 81.6 | |
| CDAN+MCC w/ SDATBackbone=ResNet-1012022.06 | 81.2 | |
| CDAN w/ SDATBackbone=ViT2022.06 | 81.1 | |
| TPNBackbone=ResNet-1012021.03 | 80.4 | |
| CDAN+MCCBackbone=ResNet-1012022.06 | 80.4 | |
| DANN + TSABackbone=ResNet-1012021.03 | 79.6 | |
| ResNet-101 + TSABackbone=ResNet-1012021.03 | 78.6 | |
| CDAN w/ SDATBackbone=ResNet-1012022.06 | 78.3 | |
| BSPBackbone=ResNet-1012021.03 | 76.9 | |
| CDANBackbone=ViT2022.06 | 76.7 | |
| CDANBackbone=ResNet-1012022.06 | 76.6 | |
| DM-ADABackbone=ResNet-1012021.03 | 75.6 | |
| DMRLBackbone=ResNet-1012021.03 | 75.5 | |
| CDANBackbone=ResNet-1012021.03 | 73.7 | |
| CDAN*Backbone=ResNet-1012022.06 | 73.7 | |
| SimNetBackbone=ResNet-1012021.03 | 72.9 | |
| MCDBackbone=ResNet-1012021.03 | 71.9 | |
| DDA(S4) + BSPBackbone=DDA(S4), Domain Adaptation Method=BSP2021.03 | 71.4 | |
| MCDBackbone=ResNet-1012022.06 | 71.4 | |
| DDA(S4) + CDANBackbone=DDA(S4), Domain Adaptation Method=CDAN2021.03 | 71.2 | |
| DDA(S4) + DANNBackbone=DDA(S4), Domain Adaptation Method=DANN2021.03 | 69.4 | |
| ResNet50 + BSPBackbone=ResNet50, Domain Adaptation Method=BSP2021.03 | 69.3 | |
| ResNet50 + CDANBackbone=ResNet50, Domain Adaptation Method=CDAN2021.03 | 68 | |
| UniAMBackbone=ViT2023.04 | 65.18 | |
| UniOT*Backbone=ViT2023.04 | 63.25 | |
| DANBackbone=ResNet-1012021.03 | 61.1 | |
| DANNBackbone=ResNet-1012021.03 | 57.4 | |
| DANNBackbone=ResNet-1012022.06 | 57.4 | |
| UniOTBackbone=ResNet-502023.04 | 57.32 | |
| ResNet50 + DANNBackbone=ResNet50, Domain Adaptation Method=DANN2021.03 | 57.1 | |
| OVANet*Backbone=ViT2023.04 | 56.98 | |
| OVANetBackbone=ResNet-502023.04 | 53.1 | |
| ResNet-101Backbone=ResNet-1012021.03 | 52.4 | |
| DCCBackbone=ResNet-502023.04 | 43.02 | |
| CMUBackbone=ResNet-502023.04 | 34.64 | |
| UANBackbone=ResNet-502023.04 | 30.47 | |
| OSBPBackbone=ResNet-502023.04 | 27.31 | |
| DANNBackbone=ResNet-502023.04 | 25.65 | |
| ResNetBackbone=ResNet-502023.04 | 25.44 |