{"id":16887762,"url":"https://github.com/ethanhe42/gan-mnist","last_synced_at":"2025-04-07T19:14:27.513Z","repository":{"id":109157935,"uuid":"64744174","full_name":"ethanhe42/GAN-MNIST","owner":"ethanhe42","description":"Generative Adversarial Network for MNIST with tensorflow","archived":false,"fork":false,"pushed_at":"2024-05-02T06:46:13.000Z","size":11040,"stargazers_count":185,"open_issues_count":3,"forks_count":70,"subscribers_count":16,"default_branch":"master","last_synced_at":"2024-11-03T20:27:21.707Z","etag":null,"topics":["dcgan-model","deep-learning","face","gan","generative-adversarial-network","mnist","tensorflow"],"latest_commit_sha":null,"homepage":"https://yihui-he.github.io/blog/gan-on-mnist-with-tensorflow","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/ethanhe42.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","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,"dei":null,"publiccode":null,"codemeta":null},"funding":{"github":null,"patreon":null,"open_collective":null,"ko_fi":"yihuihe","tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"lfx_crowdfunding":null,"custom":null}},"created_at":"2016-08-02T09:38:12.000Z","updated_at":"2024-05-02T06:46:16.000Z","dependencies_parsed_at":"2024-11-03T20:37:26.587Z","dependency_job_id":null,"html_url":"https://github.com/ethanhe42/GAN-MNIST","commit_stats":{"total_commits":29,"total_committers":6,"mean_commits":4.833333333333333,"dds":0.5517241379310345,"last_synced_commit":"d0149e08186c2a81d7075ec474dbf883228cb51e"},"previous_names":["ethanhe42/gan-mnist","yihui-he/gan-mnist"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FGAN-MNIST","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FGAN-MNIST/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FGAN-MNIST/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ethanhe42%2FGAN-MNIST/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ethanhe42","download_url":"https://codeload.github.com/ethanhe42/GAN-MNIST/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247713258,"owners_count":20983683,"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":["dcgan-model","deep-learning","face","gan","generative-adversarial-network","mnist","tensorflow"],"created_at":"2024-10-13T16:46:44.542Z","updated_at":"2025-04-07T19:14:27.475Z","avatar_url":"https://github.com/ethanhe42.png","language":"Python","funding_links":["https://ko-fi.com/yihuihe"],"categories":[],"sub_categories":[],"readme":"# GAN on MNIST with TensorFlow\n\n[GitHub - yihui-he/GAN-MNIST: Generative Adversarial Network for MNIST with tensorflow](https://github.com/yihui-he/GAN-MNIST)\n\n![Untitled](https://github.com/ethanhe42/GAN-MNIST/assets/10027339/8f39f2b6-b2dd-4f0b-9fbf-f33247b0b70e)\n\n\n![Untitled 1](https://github.com/ethanhe42/GAN-MNIST/assets/10027339/de4f99c4-f615-4954-9db1-e9883396dc3a)\n\n\n### Tensorflow implementation\n\n- All the codes in this project are mere replication of [Theano version](https://github.com/Newmu/dcgan_code)\n\n### Code\n\n- Under `face/` and `mnist/`\n- model.py\n- Definition of DCGAN model\n- train.py\n- Training the DCGAN model (and Generating samples time to time)\n- util.py\n- Image related utils\n\n### Dataset\n\n- MNIST\n- http://yann.lecun.com/exdb/mnist/\n- CelebA Face dataset\n- http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html\n- Download “img_align_celeba” images\n- Set “face_image_path” in train.py according to the path of downloaded dataset\n\n### references\n\nhttps://github.com/carpedm20/DCGAN-tensorflow\n\n### Citation\n\nIf you find the code useful in your research, please consider citing:\n\n```\n@InProceedings{He_2017_ICCV,\nauthor = {He, Yihui and Zhang, Xiangyu and Sun, Jian},\ntitle = {Channel Pruning for Accelerating Very Deep Neural Networks},\nbooktitle = {The IEEE International Conference on Computer Vision (ICCV)},\nmonth = {Oct},\nyear = {2017}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethanhe42%2Fgan-mnist","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fethanhe42%2Fgan-mnist","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fethanhe42%2Fgan-mnist/lists"}