Domain Adaptation (Classification) on USPS to MNIST
96.4AccuracyDeepJDOT
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepJDOT2019.03 | 96.4 | |
| UNIT2019.03 | 93.6 | |
| I2I Adapt2019.03 | 92.2 | |
| ADRValidation protocol=unsupervised2017.11 | 91.5 | |
| ADDAValidation protocol=unsupervised2017.11 | 90.1 | |
| ENTValidation protocol=unsupervised2017.11 | 89.2 | |
| CoGANValidation protocol=unsupervised2017.11 | 89.1 | |
| DANNValidation protocol=unsupervised2017.11 | 73 | |
| MEDAFeatures=SURF, Feature Dimension=2562018.07 | 72.1 | |
| JGSAFeatures=SURF, Feature Dimension=2562018.07 | 68.2 | |
| Source OnlyValidation protocol=unsupervised2017.11 | 68.1 | |
| ARTLFeatures=SURF, Feature Dimension=2562018.07 | 67.7 | |
| DoCValidation protocol=unsupervised2017.11 | 66.5 | |
| Source only2019.03 | 63.4 | |
| SVMFeatures=SURF, Feature Dimension=2562018.07 | 62.2 | |
| JDAFeatures=SURF, Feature Dimension=2562018.07 | 59.7 | |
| TJMFeatures=SURF, Feature Dimension=2562018.07 | 52.3 | |
| TCAFeatures=SURF, Feature Dimension=2562018.07 | 51.2 | |
| SCAFeatures=SURF, Feature Dimension=2562018.07 | 48 | |
| GFKFeatures=SURF, Feature Dimension=2562018.07 | 46.5 | |
| PCAFeatures=SURF, Feature Dimension=2562018.07 | 45 | |
| 1NNFeatures=SURF, Feature Dimension=2562018.07 | 44.7 | |
| CORALFeatures=SURF, Feature Dimension=2562018.07 | 30.5 |