Unofficial PyTorch implementation of Domain-Adversarial Training of Neural Networks for Unsupervised Domain Adaptation.
Results:
Dataset | Source Only | DANN |
---|---|---|
SVHN ⟶ MNIST | 61.2 | 79.7 |
MNIST ⟶ USPS | 81.8 | 88.4 |
USPS ⟶ MNIST | 49.4 | 95.7 |
MNIST ⟶ MNIST-M | 57.2 | 71.9 |
SyDigits ⟶ SVHN | 87.9 | 90.6 |
SySigns ⟶ GTSRB | 91.0 | 92.8 |