Image Classification on SVHN to MNIST standard (test)
99.61AccuracySupTgt
Evaluation Results
| Method | Links | |
|---|---|---|
| SupTgtTraining Protocol=Train on Target, Augmentation Type=TF2017.06 | 99.61 | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=minimal2017.06 | 99.59 | |
| SupTgtTraining Protocol=Train on Target, Augmentation Type=TFA2017.06 | 99.59 | |
| DIRT-T2019.09 | 99.4 | |
| DIRT-TBackbone=Instance Normalization2019.09 | 99.4 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TFA, Confidence Thresholding=true2017.06 | 99.26 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF2017.06 | 99.18 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=TF, Confidence Thresholding=true2017.06 | 98.64 | |
| VADA2019.09 | 97.9 | |
| ADATraining Protocol=Unsupervised Domain Adaptation2017.06 | 97.6 | |
| VADABackbone=Instance Normalization2019.09 | 94.5 | |
| Mean TeacherTraining Protocol=Unsupervised Domain Adaptation, Augmentation Type=minimal, Confidence Thresholding=true2017.06 | 93.33 | |
| Source only (Our method)mode=source only2019.09 | 92.2 | |
| Π-Model2019.09 | 92 | |
| CyCADA2019.09 | 90.4 | |
| ATTTraining Protocol=Unsupervised Domain Adaptation2017.06 | 86.2 | |
| ATT2019.09 | 86.2 | |
| Proposed MethodTask=Rotation2019.09 | 85.8 | |
| G2ATraining Protocol=Unsupervised Domain Adaptation2017.06 | 84.7 | |
| DSN2019.09 | 82.7 | |
| Source only (VADA & DIRT-T)mode=source only, Backbone=Instance Normalization2019.09 | 82.4 | |
| DRCN2019.09 | 82 | |
| DCRNTraining Protocol=Unsupervised Domain Adaptation2017.06 | 81.97 | |
| KNN-Ad2019.09 | 78.8 | |
| Source only (VADA & DIRT-T)mode=source only2019.09 | 77 | |
| SBADA-GANTraining Protocol=Unsupervised Domain Adaptation2017.06 | 76.14 | |
| ADDATraining Protocol=Unsupervised Domain Adaptation2017.06 | 76 | |
| ADDA2019.09 | 76 | |
| RevGradTraining Protocol=Unsupervised Domain Adaptation2017.06 | 73.91 | |
| DANN2019.09 | 73.6 | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=TFA2017.06 | 71.73 | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=TF2017.06 | 68.65 | |
| SupSrcTraining Protocol=Train on Source, Augmentation Type=minimal2017.06 | 66.5 |