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Domain Transfer Network

2019-09-09 | |  129 |   0 |   0

Domain Transfer Network (DTN)

TensorFlow implementation of Unsupervised Cross-Domain Image Generation. dtn.jpg

Requirements


Usage

Clone the repository

$ git clone https://github.com/yunjey/dtn-tensorflow.git$ cd dtn-tensorflow

Download the dataset

$ chmod +x download.sh$ ./download.sh

Resize MNIST dataset to 32x32

$ python prepro.py

Pretrain the model f

$ python main.py --mode='pretrain'

Train the model G and D

$ python main.py --mode='train'

Transfer SVHN to MNIST

$ python main.py --mode='eval'


Results

From SVHN to MNIST

svhn_mnist_2900.gif

svhn_mnist_2900.png

svhn_mnist_3700.png

svhn_mnist_5300.png

From Photos to Emoji (in paper)

emoji_1.png

emoji_2.png

上一篇：wgan-gp

下一篇：image-classification-mobile

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