Domain Adaptation (Classification) on MNIST to USPS
96AccuracyUNIT
Evaluation Results
| Method | Links | |
|---|---|---|
| UNIT2019.03 | 96 | |
| PixelDA2019.03 | 95.9 | |
| DeepJDOT2019.03 | 95.7 | |
| I2I Adapt2019.03 | 95.1 | |
| ADRValidation protocol=unsupervised2017.11 | 91.3 | |
| CoGANValidation protocol=unsupervised2017.11 | 91.2 | |
| ENTValidation protocol=unsupervised2017.11 | 89.6 | |
| MEDAFeatures=SURF, Feature Dimension=2562018.07 | 89.5 | |
| ADDAValidation protocol=unsupervised2017.11 | 89.4 | |
| ARTLFeatures=SURF, Feature Dimension=2562018.07 | 88.8 | |
| DANN2019.03 | 85.1 | |
| MMD2019.03 | 81.1 | |
| JGSAFeatures=SURF, Feature Dimension=2562018.07 | 80.4 | |
| Source only2019.03 | 79.4 | |
| DoCValidation protocol=unsupervised2017.11 | 79.1 | |
| DANNValidation protocol=unsupervised2017.11 | 77.1 | |
| Source OnlyValidation protocol=unsupervised2017.11 | 77 | |
| SVMFeatures=SURF, Feature Dimension=2562018.07 | 68.2 | |
| JDAFeatures=SURF, Feature Dimension=2562018.07 | 67.3 | |
| PCAFeatures=SURF, Feature Dimension=2562018.07 | 66.2 | |
| 1NNFeatures=SURF, Feature Dimension=2562018.07 | 65.9 | |
| SCAFeatures=SURF, Feature Dimension=2562018.07 | 65.1 | |
| TJMFeatures=SURF, Feature Dimension=2562018.07 | 63.3 | |
| GFKFeatures=SURF, Feature Dimension=2562018.07 | 61.2 | |
| TCAFeatures=SURF, Feature Dimension=2562018.07 | 56.3 | |
| CORALFeatures=SURF, Feature Dimension=2562018.07 | 49.2 |