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yunjey/domain-transfer-network

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yunjey/domain-transfer-network has 863 GitHub stars and 199 forks. GitHot measured 0 stars in 24 hours, 0 in 7 days, and 0 in 15 days. Last checked 2026-11-09 10:24 UTC. Last push 2018-06-06.

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TensorFlow Implementation of Unsupervised Cross-Domain Image Generation

863 stars199 forks

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README.md

Original

Domain Transfer Network (DTN)

TensorFlow implementation of Unsupervised Cross-Domain Image Generation. alt text

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

alt text

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From Photos to Emoji (in paper)

alt text

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