{"id":18398896,"url":"https://github.com/lyeoni/pytorch-mnist-gan","last_synced_at":"2025-04-07T05:33:58.209Z","repository":{"id":196956116,"uuid":"154598811","full_name":"lyeoni/pytorch-mnist-GAN","owner":"lyeoni","description":null,"archived":false,"fork":false,"pushed_at":"2018-10-26T06:17:09.000Z","size":11457,"stargazers_count":66,"open_issues_count":4,"forks_count":39,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-22T14:02:14.680Z","etag":null,"topics":["deep-learning","gan","generative-adversarial-network","generative-model","mnist","pytorch"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/lyeoni.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2018-10-25T02:34:32.000Z","updated_at":"2025-03-11T12:50:17.000Z","dependencies_parsed_at":"2023-09-28T11:47:29.472Z","dependency_job_id":null,"html_url":"https://github.com/lyeoni/pytorch-mnist-GAN","commit_stats":null,"previous_names":["lyeoni/pytorch-mnist-gan"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lyeoni%2Fpytorch-mnist-GAN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lyeoni%2Fpytorch-mnist-GAN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lyeoni%2Fpytorch-mnist-GAN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lyeoni%2Fpytorch-mnist-GAN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lyeoni","download_url":"https://codeload.github.com/lyeoni/pytorch-mnist-GAN/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247601378,"owners_count":20964861,"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":["deep-learning","gan","generative-adversarial-network","generative-model","mnist","pytorch"],"created_at":"2024-11-06T02:24:53.649Z","updated_at":"2025-04-07T05:33:53.185Z","avatar_url":"https://github.com/lyeoni.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# pytorch-mnist-GAN\nPytorch implementation of GAN(Generative Adversarial Networks) on the MNIST data set\n\n## Dependencies\n- PyTorch\n- torchvision\n- numpy\n\n## Results\n|  \u003ccenter\u003e Mode collapsing \u003c/center\u003e |  \u003ccenter\u003eAfter 100 epochs\u003c/center\u003e |  \u003ccenter\u003eAfter 200 epochs\u003c/center\u003e |\n|:--------:|:--------:|:--------:|\n|![alt text](https://github.com/lyeoni/pytorch-mnist-GAN/blob/master/samples/mode_collapsing.png) | ![alt text](https://github.com/lyeoni/pytorch-mnist-GAN/blob/master/samples/sample1_.png) |![alt text](https://github.com/lyeoni/pytorch-mnist-GAN/blob/master/samples/sample2_.png)|\n\n## Reference\n1. Goodfellow, Ian, et al. \"Generative Adversarial Networks\": \nhttps://arxiv.org/pdf/1406.2661.pdf\n2. znxlwm/pytorch-MNIST-CelebA-GAN-DCGAN (github): \nhttps://github.com/znxlwm/pytorch-MNIST-CelebA-GAN-DCGAN\n3. prcastro/pytorch-gan (github): \nhttps://github.com/prcastro/pytorch-gan\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flyeoni%2Fpytorch-mnist-gan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flyeoni%2Fpytorch-mnist-gan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flyeoni%2Fpytorch-mnist-gan/lists"}