Domain Adaptation on VisDA 2017 (val)
87.2Mean AccuracyCAN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CANBackbone=ResNet-1012020.11 | 87.2 | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | |
| FixBiBackbone=ResNet-1012020.11 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 97.2 | 94.2 | 90.9 | 25.7 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Reduced, Test-time augmentation=true2017.06 | 86.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NRCSource-Free=true, Backbone=ResNet-1012021.10 | 85.9 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 80.6 | 94.8 | 94.1 | 90.4 | 59.7 | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Competition config., Test-time augmentation=true2017.06 | 85.52 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Reduced2017.06 | 85.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Competition config.2017.06 | 84.29 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RWOTSource-Free=false, Backbone=ResNet-1012021.10 | 84 | 95.1 | 80.3 | 83.7 | 90 | 92.4 | 68 | 92.5 | 82.2 | 87.9 | 78.4 | 90.4 | 68.2 | |
| bchidlovski2017.06 | 83.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTSource-Free=true, Backbone=ResNet-1012021.10 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | |
| Self-ensemblingBackbone=ResNet-50, Test-time augmentation=true2017.06 | 82.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| STARBackbone=ResNet-1012020.11 | 82.7 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | |
| STARSource-Free=false, Backbone=ResNet-1012021.10 | 82.7 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | |
| MODELBackbone=ResNet-1012020.11 | 81.6 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.2 | 89.1 | 84.7 | 83.5 | 48.1 | |
| 3C-GANSource-Free=true, Backbone=ResNet-1012021.10 | 81.6 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | |
| MEDMBackbone=ResNet-502020.02 | 79.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCCBackbone=ResNet-1012019.12 | 78.8 | 88.1 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | |
| MCCSource-Free=false, Backbone=ResNet-1012021.10 | 78.8 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | |
| BUPT_OVERFIT2017.06 | 77.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWDSource-Free=false, Backbone=ResNet-1012021.10 | 76.4 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | |
| SAFNBackbone=ResNet-101, Setting=vanilla2018.11 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | |
| AFNBackbone=ResNet-1012019.12 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | |
| SAFNSource-Free=false, Backbone=ResNet-1012021.10 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | |
| CDAN+BSPSource-Free=false, Backbone=ResNet-1012021.10 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | |
| DM-ADABackbone=ResNet-1012020.11 | 75.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRLBackbone=ResNet-1012020.11 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRLSource-Free=false, Backbone=ResNet-1012021.10 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Uni. Tokyo MIL2017.06 | 75.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDDBackbone=ResNet-502020.02 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDDSource-Free=false, Backbone=ResNet-1012021.10 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-ensemblingBackbone=ResNet-152, Augmentation strategy=Minimal2017.06 | 74.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HAFNBackbone=ResNet-101, Setting=vanilla2018.11 | 73.9 | 92.7 | 55.4 | 82.4 | 70.9 | 93.2 | 71.2 | 90.8 | 78.2 | 89.1 | 50.2 | 88.9 | 24.5 | |
| CDANBackbone=ResNet-1012019.12 | 73.9 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | |
| CDANSource-Free=false, Backbone=ResNet-1012021.10 | 73.9 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | |
| ADRSource-Free=false, Backbone=ResNet-1012021.10 | 73.5 | 94.2 | 48.5 | 84 | 72.9 | 90.1 | 74.2 | 92.6 | 72.5 | 80.8 | 61.8 | 82.2 | 28.8 | |
| MCDBackbone=ResNet-101, Setting=vanilla2018.11 | 71.9 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | |
| MCDBackbone=ResNet-1012019.12 | 71.9 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | |
| CDANBackbone=ResNet-502020.02 | 70 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCDBackbone=ResNet-502020.02 | 69.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GTABackbone=ResNet-502020.02 | 69.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| JANBackbone=ResNet-1012020.11 | 65.7 | 75.7 | 18.7 | 82.3 | 86.3 | 70.2 | 56.9 | 80.5 | 53.8 | 92.5 | 32.2 | 84.5 | 54.5 | |
| MSTNBackbone=ResNet-1012020.11 | 65 | 89.3 | 49.5 | 74.3 | 67.6 | 90.1 | 16.6 | 93.6 | 70.1 | 86.5 | 40.4 | 83.2 | 18.5 | |
| DANBackbone=ResNet-101, Setting=vanilla2018.11 | 61.1 | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | |
| DANBackbone=ResNet-1012019.12 | 61.1 | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | |
| DANBackbone=ResNet-1012020.11 | 61.1 | 68.1 | 15.4 | 76.5 | 87 | 71.1 | 48.9 | 82.3 | 51.5 | 88.7 | 33.2 | 88.9 | 42.2 | |
| DANNBackbone=ResNet-101, Setting=vanilla2018.11 | 57.4 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | |
| DANNBackbone=ResNet-1012019.12 | 57.4 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | |
| DANNBackbone=ResNet-1012020.11 | 57.4 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | |
| MinEntBackbone=ResNet-1012019.12 | 57 | 80.3 | 75.5 | 75.8 | 48.3 | 77.9 | 27.3 | 69.7 | 40.2 | 46.5 | 46.6 | 79.3 | 16 | |
| ResNetBackbone=ResNet-101, Setting=vanilla2018.11 | 52.4 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | |
| ResNetBackbone=ResNet-1012019.12 | 52.4 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | |
| ResNet-101Backbone=ResNet-1012020.11 | 49.4 | 72.3 | 6.1 | 63.4 | 91.7 | 52.7 | 7.9 | 80.1 | 5.6 | 90.1 | 18.5 | 78.1 | 25.9 |