yunjey
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1 # Domain Transfer Network (DTN) 1 # Domain Transfer Network (DTN)
2 TensorFlow implementation of [Unsupervised Cross-Domain Image Generation.](https://arxiv.org/abs/1611.02200) 2 TensorFlow implementation of [Unsupervised Cross-Domain Image Generation.](https://arxiv.org/abs/1611.02200)
3 -
4 ![alt text](jpg/dtn.jpg) 3 ![alt text](jpg/dtn.jpg)
5 4
5 +## Requirements
6 +* Python 2.7
7 +* [TensorFlow 0.12](https://github.com/tensorflow/tensorflow/tree/r0.12)
8 +
9 +
6 ## Usage 10 ## Usage
7 11
12 +#### Clone the repository
13 +```bash
14 +git clone https://github.com/yunjey/dtn-tensorflow.git
15 +cd dtn-tensorflow
16 +```
17 +
18 +#### Download the dataset
19 +```bash
20 +chmod +x download.sh
21 +./download.sh
22 +```
23 +
24 +#### Resize MNIST dataset to 32x32
25 +```bash
26 +python prepro.py
27 +```
28 +
29 +#### Pretrain the model
30 +```bash
31 +python main.py --mode='pretrain'
32 +```
33 +
34 +#### Train the model
35 +```bash
36 +python main.py --mode='train'
37 +```
38 +
39 +#### Transfer SVHN to MNIST
40 +```bash
41 +python main.py --mode='eval'
42 +```
43 +
44 +## Results
45 +
8 46
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