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## Introduction
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This code is the code used for the "Domain Separation Networks" paper
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by Bousmalis K., Trigeorgis G., et al. which was presented at NIPS 2016. The
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-paper can be found here: https://arxiv.org/abs/1608.06019
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+paper can be found here: https://arxiv.org/abs/1608.06019.
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## Contact
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-This code was open-sourced by Konstantinos Bousmalis (konstantinos@google.com, github:bousmalis)
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+This code was open-sourced by [Konstantinos Bousmalis](https://github.com/bousmalis) (konstantinos@google.com).
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## Installation
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You will need to have the following installed on your machine before trying out the DSN code.
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@@ -19,12 +19,12 @@ You will need to have the following installed on your machine before trying out
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Although we are making the code available, you are only able to use the MNIST
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provider for now. We will soon provide a script to download and convert MNIST-M
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as well. Check back here in a few weeks or wait for a relevant announcement from
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-Twitter @bousmalis.
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+[@bousmalis](https://twitter.com/bousmalis).
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## Running the code for adapting MNIST to MNIST-M
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In order to run the MNIST to MNIST-M experiments with DANNs and/or DANNs with
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domain separation (DSNs) you will need to set the directory you used to download
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-MNIST and MNIST-M:\
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+MNIST and MNIST-M:
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```
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$ export DSN_DATA_DIR=/your/dir
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