Image Classification on MNIST to MNIST-M (test)
98.91AccuracyTrain on Target
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Train on Targetadaptation=fully supervised on target domain2014.09 | 98.91 | — | |
| DIRT-T2019.09 | 98.9 | — | |
| Proposed MethodTask=Rotation2019.09 | 98.9 | — | |
| Target-only2016.08 | 98.7 | — | |
| DIRT-TBackbone=Instance Normalization2019.09 | 98.7 | — | |
| PixelDA2019.09 | 98.2 | — | |
| VADA2019.09 | 97.7 | — | |
| VADABackbone=Instance Normalization2019.09 | 95.7 | — | |
| ATT2019.09 | 94.2 | — | |
| KNN-Ad2019.09 | 86.7 | — | |
| DSNsimilarity loss=DANN2016.08 | 83.2 | — | |
| DSN2019.09 | 83.2 | — | |
| DANN2019.09 | 81.5 | — | |
| Unsupervised Domain Adaptation by Backpropagationadaptation=unsupervised backpropagation2014.09 | 81.49 | 57.9 | |
| DSNsimilarity loss=MMD2016.08 | 80.5 | — | |
| DANN2016.08 | 77.4 | — | |
| MMD2016.08 | 76.9 | — | |
| CorReg2016.08 | 62.06 | — | |
| SAmethod_type=Subspace Alignment2014.09 | 60.78 | 7.9 | |
| Source only (VADA & DIRT-T)mode=source only, Backbone=Instance Normalization2019.09 | 59.9 | — | |
| Source only (VADA & DIRT-T)mode=source only2019.09 | 58.5 | — | |
| CORAL2016.08 | 57.7 | — | |
| Source Onlyadaptation=none2014.09 | 57.49 | — | |
| Source-only2016.08 | 56.6 | — | |
| Source only (Our method)mode=source only2019.09 | 44.9 | — |