Image Classification on SYN NUMBERS to SVHN (test)
0.9711AccuracyMean Teacher
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TFA, Confidence Thresholding=true2017.06 | 0.9711 | — | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=TFA2017.06 | 0.9659 | — | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF, Confidence Thresholding=true2017.06 | 0.9651 | — | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=TF2017.06 | 0.9618 | — | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=minimal, Confidence Thresholding=true2017.06 | 0.9601 | — | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=minimal2017.06 | 0.9562 | — | |
| ATTTraining Protocol=Unsupervised Domain Adaptation2017.06 | 0.931 | — | |
| Train on Targetadaptation=fully supervised on target domain2014.09 | 0.9244 | — | |
| Target-onlyadaptation=none, trained_on=target domain2016.08 | 0.924 | — | |
| Target-only2016.08 | 0.924 | — | |
| ADATraining Protocol=Unsupervised Domain Adaptation2017.06 | 0.9186 | — | |
| DSN w/ DANNadaptation_loss=DANN2016.08 | 0.912 | — | |
| DSNsimilarity loss=DANN2016.08 | 0.912 | — | |
| RevGradTraining Protocol=Unsupervised Domain Adaptation2017.06 | 0.9109 | — | |
| Unsupervised Domain Adaptation by Backpropagationadaptation=unsupervised backpropagation2014.09 | 0.9048 | 66.1 | |
| DANNimplementation=replicated2016.08 | 0.903 | — | |
| DANN2016.08 | 0.903 | — | |
| DSN w/ MMDadaptation_loss=MMD2016.08 | 0.885 | — | |
| DSNsimilarity loss=MMD2016.08 | 0.885 | — | |
| MMD2016.08 | 0.88 | — | |
| MMD2016.08 | 0.88 | — | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=TF2017.06 | 0.8745 | — | |
| CorReg2016.08 | 0.8733 | — | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=TFA2017.06 | 0.8716 | — | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=minimal2017.06 | 0.8686 | — | |
| SAmethod_type=Subspace Alignment2014.09 | 0.8672 | 1.3 | |
| Source-onlyadaptation=none, trained_on=source domain2016.08 | 0.867 | — | |
| Source-only2016.08 | 0.867 | — | |
| Source Onlyadaptation=none2014.09 | 0.8665 | — | |
| CORAL2016.08 | 0.852 | — | |
| CORAL2016.08 | 0.852 | — | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF2017.06 | 0.1594 | — |