Unsupervised Domain Adaptation on USPS -> MNIST (test)
99.5AccuracySelf-Ensembling
Evaluation results
| Method | Links | |
|---|---|---|
| Self-Ensembling2017.05 | 99.5 | |
| Target Only2017.05 | 99.2 | |
| Target onlyEvaluation Protocol=Target only2017.11 | 99.2 | |
| CyCADAAdaptation Level=pixel+feat, Backbone=LeNet2017.11 | 96.5 | |
| CyCADAAdaptation Level=pixel only, Backbone=LeNet2017.11 | 96.4 | |
| Inference-time Label-Preserving Target ProjectionsLabeled target samples (T)=102021.03 | 96.1 | |
| CCSALabeled target samples (T)=102021.03 | 95.71 | |
| CyCADA2017.05 | 95.7 | |
| SBADA-GANClassifier training space=Weighted combination2017.05 | 95 | |
| SBADA-GANClassifier training space=Target domain (Ct)2017.05 | 94.4 | |
| Inference-time Label-Preserving Target ProjectionsLabeled target samples (T)=72021.03 | 93.81 | |
| M-ADALabeled target samples (T)=102021.03 | 93.67 | |
| UNIT2017.03 | 93.58 | |
| UNIT2017.05 | 93.5 | |
| CoGAN2017.03 | 93.15 | |
| M-ADALabeled target samples (T)=72021.03 | 92.33 | |
| FADALabeled target samples (T)=72021.03 | 91.5 | |
| GenToAdapt2017.05 | 90.8 | |
| ADDA2017.05 | 90.1 | |
| ADDA2017.11 | 90.1 | |
| CoGAN2017.05 | 89.1 | |
| COGAN2017.11 | 89.1 | |
| SBADA-GANClassifier training space=Source domain (Cs)2017.05 | 87.5 | |
| Inference-time Label-Preserving Target ProjectionsLabeled target samples (T)=02021.03 | 74.52 | |
| DRCN2017.05 | 73.7 | |
| DANN2017.05 | 73 | |
| M-ADALabeled target samples (T)=02021.03 | 71.19 | |
| Source onlyEvaluation Protocol=Source only2017.11 | 69.6 | |
| CORAL2017.05 | 57.7 | |
| Source Only2017.05 | 57.1 |