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 |