← 开源
yunjey

domain-transfer-network

TensorFlow Implementation of Unsupervised Cross-Domain Image Generation

Model DevelopmentArchitecturePython
在 GitHub 打开
增长势头
+024 小时新增 Star0.0%
862
Star
199
Fork
+0
本周
1
贡献者
创建于 2016-12-30 · 更新于 2026-08-25 · 今日第 12337 名
主要开发者
README

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

alt text

alt text

alt text

From Photos to Emoji (in paper)

alt text

alt text