Image Classification on MNIST to MNIST-M
98.7AccuracyTarget-only
Evaluation Results
| Method | Links | |
|---|---|---|
| Target-onlyadaptation=none, trained_on=target domain2016.08 | 98.7 | |
| DRANetDirectionality=Bi-directional2021.03 | 98.7 | |
| DRANetDirectionality=Tri-directional2021.03 | 98.3 | |
| pixelDA2021.03 | 98.2 | |
| Target OnlyEvaluation Protocol=Target Only2021.03 | 96.2 | |
| DSN w/ DANNadaptation_loss=DANN2016.08 | 83.2 | |
| DSN2021.03 | 83.2 | |
| DSN w/ MMDadaptation_loss=MMD2016.08 | 80.5 | |
| DANNimplementation=replicated2016.08 | 77.4 | |
| DANN2021.03 | 77.4 | |
| MMD2016.08 | 76.9 | |
| Source OnlyEvaluation Protocol=Source Only2021.03 | 62.5 | |
| CoGAN2021.03 | 62 | |
| CORAL2016.08 | 57.7 | |
| Source-onlyadaptation=none, trained_on=source domain2016.08 | 56.6 |