Unofficial PyTorch implementation of Maximum Domain Confusion loss from Simultaneous Deep Transfer Across Domains and Tasks for Unsupervised Domain Adaptation.
Results:
| Dataset | Source Only | MDC |
|---|---|---|
| SVHN ⟶ MNIST | 61.2 | 80.2 |
| MNIST ⟶ USPS | 81.8 | 96.2 |
| USPS ⟶ MNIST | 49.4 | 97.5 |
| SyDigits ⟶ SVHN | 87.9 | 91.5 |
| SySigns ⟶ GTSRB | 91.0 | 93.3 |