Domain Adaptation on VisDA 2017 (test)
92.8Mean Class AccuracySelf-ensembling
Evaluation Results
| Method | Links | |
|---|---|---|
| Self-ensemblingBackbone=ResNet-152, Test-time augmentation=true, Ensemble=5 independently trained networks2017.06 | 92.8 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Competition config., Test-time augmentation=true2017.06 | 92.41 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Reduced, Test-time augmentation=true2017.06 | 92.25 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Reduced2017.06 | 91.17 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Competition config.2017.06 | 91.14 | |
| NLE-DA2017.06 | 87.7 | |
| CST+SAMBackbone=ResNet-1012021.03 | 86.5 | |
| BUPT_OVERFIT2017.06 | 85.4 | |
| CSTBackbone=ResNet-1012021.03 | 84.8 | |
| MCC+NWDBackbone=ResNet-1012022.04 | 83.7 | |
| STARBackbone=ResNet-1012021.03 | 82.7 | |
| Uni. Tokyo MIL2017.06 | 82.4 | |
| MDD+FixMatchBackbone=ResNet-1012021.03 | 82.4 | |
| MDD+NWDBackbone=ResNet-1012022.04 | 82 | |
| MDDBackbone=ResNet-1012021.03 | 81.6 | |
| CDAN+NWDBackbone=ResNet-1012022.04 | 81.4 | |
| CST+SAMBackbone=ResNet-502021.03 | 80.6 | |
| DALNBackbone=ResNet-1012022.04 | 80.6 | |
| CDAN+VAT+EntropyBackbone=ResNet-1012021.03 | 80.4 | |
| CDANBackbone=ResNet-1012021.03 | 80.1 | |
| DANN+NWDBackbone=ResNet-1012022.04 | 80 | |
| CSTBackbone=ResNet-502021.03 | 79.9 | |
| DADABackbone=ResNet-1012022.04 | 79.8 | |
| SCDABackbone=ResNet-101, reproduced_using_public_code=true2022.04 | 79.7 | |
| DANNBackbone=ResNet-1012021.03 | 79.5 | |
| FixMatchBackbone=ResNet-1012021.03 | 79.5 | |
| MCCBackbone=ResNet-1012022.04 | 78.8 | |
| TSABackbone=ResNet-1012022.04 | 78.6 | |
| KLDBackbone=ResNet-1012021.03 | 78.1 | |
| MDD+FixMatchBackbone=ResNet-502021.03 | 77.8 | |
| MCDBackbone=ResNet-1012021.03 | 77.7 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Minimal2017.06 | 77.52 | |
| DIRT-TBackbone=ResNet-1012021.03 | 77.2 | |
| GVB-GDBackbone=ResNet-101, reproduced_using_public_code=true2022.04 | 77.2 | |
| MixMatchBackbone=ResNet-1012021.03 | 77 | |
| MDDBackbone=ResNet-101, reproduced_using_public_code=true2022.04 | 76.8 | |
| SENTRY2020.12 | 76.7 | |
| SENTRYBackbone=ResNet-502021.03 | 76.7 | |
| CDAN+VAT+EntropyBackbone=ResNet-502021.03 | 76.5 | |
| CBSTBackbone=ResNet-1012021.03 | 76.4 | |
| SWDBackbone=ResNet-1012022.04 | 76.4 | |
| InstaPBM2020.12 | 76.3 | |
| AFNBackbone=ResNet-1012021.03 | 76.1 | |
| BSPBackbone=ResNet-1012022.04 | 75.9 | |
| MDD+Implicit AlignmentBackbone=ResNet-502020.06 | 75.8 | |
| MDD+LA2020.12 | 75.8 | |
| MDD+IABackbone=ResNet-502021.03 | 75.8 | |
| MDDBackbone=ResNet-502020.06 | 74.6 | |
| MDD2020.12 | 74.6 | |
| MDDBackbone=ResNet-502021.03 | 74.6 | |
| FixMatchBackbone=ResNet-502021.03 | 74.5 | |
| CDANBackbone=ResNet-1012022.04 | 73.9 | |
| VATBackbone=ResNet-1012021.03 | 73.4 | |
| 3CATNBackbone=ResNet-502019.09 | 73.2 | |
| MCDBackbone=ResNet-1012022.04 | 71.9 | |
| BNMBackbone=ResNet-1012022.04 | 70.4 | |
| CDAN+EBackbone=ResNet-502017.05 | 70 | |
| CDANBackbone=ResNet-502019.09 | 70 | |
| CDANBackbone=ResNet-502020.06 | 70 | |
| CDAN2020.12 | 70 | |
| CDANBackbone=ResNet-502021.03 | 70 | |
| MCDBackbone=ResNet-502020.06 | 69.8 | |
| MCD2020.12 | 69.8 | |
| SimNetBackbone=ResNet-502019.09 | 69.6 | |
| GTABackbone=ResNet-502017.05 | 69.5 | |
| GTABackbone=ResNet-502020.06 | 69.5 | |
| DANNBackbone=ResNet-502021.03 | 69.3 | |
| MixMatchBackbone=ResNet-502021.03 | 69.3 | |
| MCDBackbone=ResNet-502021.03 | 69.2 | |
| DIRT-TBackbone=ResNet-502021.03 | 68.2 | |
| VATBackbone=ResNet-502021.03 | 68 | |
| MDD+Explicit AlignmentBackbone=ResNet-502020.06 | 67.1 | |
| CDANBackbone=ResNet-502017.05 | 66.8 | |
| FixMatch2020.12 | 64.9 | |
| JANBackbone=ResNet-502017.05 | 61.6 | |
| JANBackbone=ResNet-502019.09 | 61.6 | |
| JANBackbone=ResNet-502020.06 | 61.6 | |
| JAN2020.12 | 61.6 | |
| WDGRLBackbone=ResNet-101, reproduced_using_public_code=true2022.04 | 61.3 | |
| DANNBackbone=ResNet-1012022.04 | 57.4 | |
| UniOT2022.10 | 57.32 | |
| TNT2022.10 | 55.3 | |
| RevGradBackbone=ResNet-502019.09 | 55 | |
| RTNBackbone=ResNet-502019.09 | 53.6 | |
| DANBackbone=ResNet-502019.09 | 53 | |
| ResNet-101Backbone=ResNet-1012022.04 | 52.4 | |
| ResNetBackbone=ResNet-502019.09 | 49.5 | |
| DCC2022.10 | 43.02 | |
| Source2020.12 | 41 | |
| CMU2022.10 | 34.64 | |
| UAN2022.10 | 30.47 | |
| IWAN2022.10 | 27.64 | |
| OSBP2022.10 | 27.31 | |
| ATI2022.10 | 26.34 | |
| RTN2022.10 | 26.02 | |
| DANN2022.10 | 25.65 | |
| ResNet2022.10 | 25.44 | |
| PADA2022.10 | 23.05 |