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Adversarial Discriminative Domain Adaptation

[WIP] Pytorch implementation of Adversarial Discriminative Domain Adaptation

  • code reference: https://github.com/corenel/pytorch-adda
  • source & target classifier: LeNet 5 (followed implementation in Caffe)
  • discriminator: 3-layer MLP (500-500-1) with ReLU activation
    • This does not converge for some reasons.

Envirionment

  • Python 3.6
  • PyTorch 0.4.0
  • torchvision 0.2.1

Result

SVHN(Source) MNIST(Target)
Source Classifier 0.9168 0.633
Target Classifier - WIP

LeNet 5 implementation

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