Unsupervised Domain Adaptation on MNIST to SVHN (test)
96.7AccuracyTarget Only
Evaluation results
| Method | Links | |
|---|---|---|
| Target Only2017.05 | 96.7 | |
| SBADA-GANClassifier training space=Weighted combination2017.05 | 61.1 | |
| SBADA-GANClassifier training space=Target domain (Ct)2017.05 | 59.2 | |
| Asymmetric Tri-training2017.02 | 52.8 | |
| ATT2017.05 | 52.8 | |
| SBADA-GANClassifier training space=Source domain (Cs)2017.05 | 50.9 | |
| Asymmetric Tri-trainingWeight constraint=lambda = 02017.02 | 49.7 | |
| Self-Ensembling2017.05 | 42 | |
| KNN-Ad2017.02 | 40.3 | |
| TRUDA2017.05 | 40.3 | |
| DRCN2017.02 | 40.1 | |
| DRCN2017.05 | 40.1 | |
| Asymmetric Tri-trainingBatch Normalization=false2017.02 | 39.8 | |
| Source Only w/o BNBatch Normalization=false2017.02 | 37.2 | |
| GenToAdapt2017.05 | 36.4 | |
| DANN2017.02 | 35.7 | |
| DANN2017.05 | 35.7 | |
| Source Only with BNBatch Normalization=true2017.02 | 34.9 | |
| Source Only2017.05 | 26 |