Unsupervised Domain Adaptation on MNIST, USPS, and SVHN (test)
97.6Accuracy (MNIST -> USPS)SBADA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SBADA2019.11 | 97.6 | 95 | 76.1 | 89.6 | |
| Oursstylized_source=true, stylization_method=CycleGAN2019.11 | 97.1 | 98.3 | 97.5 | 97.6 | |
| CYCADA2019.11 | 95.6 | 96.5 | 90.4 | 94.2 | |
| CDAN2019.11 | 95.6 | 98 | 89.2 | 94.3 | |
| Oursstylized_source=false2019.11 | 95.6 | 97.1 | 97.1 | 96.6 | |
| PFA2019.11 | 95 | — | 93.9 | — | |
| MCD2019.11 | 93.8 | 95.7 | 95.8 | 95.1 | |
| MSTN2019.11 | 92.9 | 97.6 | 93.3 | 94.6 | |
| COGAN2019.11 | 91.2 | 89.1 | — | — | |
| ADDN2019.11 | 90.1 | 95.2 | 80.1 | 88.5 |