{"id":13454706,"url":"https://github.com/yunjey/domain-transfer-network","last_synced_at":"2025-03-24T06:31:21.641Z","repository":{"id":80251658,"uuid":"77671238","full_name":"yunjey/domain-transfer-network","owner":"yunjey","description":"TensorFlow Implementation of Unsupervised Cross-Domain Image Generation ","archived":false,"fork":false,"pushed_at":"2018-06-06T08:24:49.000Z","size":7748,"stargazers_count":861,"open_issues_count":10,"forks_count":204,"subscribers_count":53,"default_branch":"master","last_synced_at":"2024-08-28T18:14:00.021Z","etag":null,"topics":["domain-transfer","image-generation","tensorflow","unsupervised-learning"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/yunjey.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2016-12-30T08:00:26.000Z","updated_at":"2024-06-07T22:10:14.000Z","dependencies_parsed_at":"2024-01-07T11:05:14.331Z","dependency_job_id":null,"html_url":"https://github.com/yunjey/domain-transfer-network","commit_stats":null,"previous_names":["yunjey/dtn-tensorflow"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fdomain-transfer-network","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fdomain-transfer-network/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fdomain-transfer-network/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fdomain-transfer-network/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yunjey","download_url":"https://codeload.github.com/yunjey/domain-transfer-network/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245222522,"owners_count":20580178,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["domain-transfer","image-generation","tensorflow","unsupervised-learning"],"created_at":"2024-07-31T08:00:57.134Z","updated_at":"2025-03-24T06:31:20.000Z","avatar_url":"https://github.com/yunjey.png","language":"Python","funding_links":[],"categories":["Models/Projects","Python","Model Deployment library"],"sub_categories":["Tensorflow \u003ca name=\"tensorflow\"/\u003e"],"readme":"# Domain Transfer Network (DTN) \nTensorFlow implementation of [Unsupervised Cross-Domain Image Generation.](https://arxiv.org/abs/1611.02200)\n![alt text](jpg/dtn.jpg)\n\n## Requirements\n* [Python 2.7](https://www.continuum.io/downloads)\n* [TensorFlow 0.12](https://github.com/tensorflow/tensorflow/tree/r0.12)\n* [Pickle](https://docs.python.org/2/library/pickle.html)\n* [SciPy](http://www.scipy.org/install.html)\n\n\u003cbr\u003e\n\n## Usage\n\n#### Clone the repository\n```bash\n$ git clone https://github.com/yunjey/dtn-tensorflow.git\n$ cd dtn-tensorflow\n```\n\n#### Download the dataset\n```bash\n$ chmod +x download.sh\n$ ./download.sh\n```\n\n#### Resize MNIST dataset to 32x32 \n```bash\n$ python prepro.py\n```\n\n#### Pretrain the model f\n```bash\n$ python main.py --mode='pretrain'\n```\n\n#### Train the model G and D\n```bash\n$ python main.py --mode='train'\n```\n\n#### Transfer SVHN to MNIST\n```bash\n$ python main.py --mode='eval'\n```\n\u003cbr\u003e\n\n## Results\n\n#### From SVHN to MNIST \n\n![alt text](jpg/svhn_mnist_2900.gif)\n\n![alt text](jpg/svhn_mnist_2900.png)\n\n![alt text](jpg/svhn_mnist_3700.png)\n\n![alt text](jpg/svhn_mnist_5300.png)\n\n\n#### From Photos to Emoji (in paper)\n\n![alt text](jpg/emoji_1.png)\n\n![alt text](jpg/emoji_2.png)\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyunjey%2Fdomain-transfer-network","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyunjey%2Fdomain-transfer-network","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyunjey%2Fdomain-transfer-network/lists"}