MattPChoy/pytorch_DANN

PyTorch Implementation of DANN

DANN

PyTorch implementation of DANN (Domain-Adversarial Training of Neural Networks)

"Unsupervised Domain Adaptation by Backpropagation"

"Domain-Adversarial Training of Neural Networks"

Prerequisites

python 3.5
pytorch 0.4.1

Results

MNIST -> MNIST-M

Result of this work is from avg(five tests below).

Experiments

Source only

DANN

1. MNIST and MNIST-M feature distributions
2. Source only
3. Domain adaptation (DANN)