{"id":19736022,"url":"https://github.com/ikostrikov/tensorflow-vae-gan-draw","last_synced_at":"2025-04-05T13:01:40.967Z","repository":{"id":85543757,"uuid":"48565908","full_name":"ikostrikov/TensorFlow-VAE-GAN-DRAW","owner":"ikostrikov","description":"A collection of generative methods implemented with TensorFlow (Deep Convolutional Generative Adversarial Networks (DCGAN), Variational Autoencoder (VAE) and DRAW: A Recurrent Neural Network For Image Generation).","archived":false,"fork":false,"pushed_at":"2017-04-18T20:49:55.000Z","size":33,"stargazers_count":596,"open_issues_count":8,"forks_count":166,"subscribers_count":31,"default_branch":"master","last_synced_at":"2025-03-29T12:02:29.640Z","etag":null,"topics":["draw","gan","recurrent-neural-networks","tensorflow","vae"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ikostrikov.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2015-12-25T03:58:50.000Z","updated_at":"2025-03-10T06:49:54.000Z","dependencies_parsed_at":"2023-03-02T14:45:35.668Z","dependency_job_id":null,"html_url":"https://github.com/ikostrikov/TensorFlow-VAE-GAN-DRAW","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ikostrikov%2FTensorFlow-VAE-GAN-DRAW","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ikostrikov%2FTensorFlow-VAE-GAN-DRAW/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ikostrikov%2FTensorFlow-VAE-GAN-DRAW/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ikostrikov%2FTensorFlow-VAE-GAN-DRAW/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ikostrikov","download_url":"https://codeload.github.com/ikostrikov/TensorFlow-VAE-GAN-DRAW/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247339145,"owners_count":20923012,"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":["draw","gan","recurrent-neural-networks","tensorflow","vae"],"created_at":"2024-11-12T01:04:48.368Z","updated_at":"2025-04-05T13:01:40.903Z","avatar_url":"https://github.com/ikostrikov.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# TF-VAE-GAN-DRAW\n\nTensorFlow implementation of [Deep Convolutional Generative Adversarial Networks](http://arxiv.org/pdf/1511.06434.pdf), [Variational Autoencoder (also Deep and Convolutional)](http://arxiv.org/pdf/1312.6114v10.pdf) and [DRAW: A Recurrent Neural Network For Image Generation](http://arxiv.org/pdf/1502.04623v2.pdf).\n\n## Run\n\nVAE/GAN:\n```bash\npython main.py --working_directory /tmp/gan --model vae\n```\n\nDRAW:\n```bash\npython main-draw.py --working_directory /tmp/gan\n```\n\nDeep Convolutional Generative Adversarial Networks produce decent results after 10 epochs using default parameters.\n\n###TODO:\n- [ ] More complex data.\n- [ ] Add [Adversarial Autoencoder](http://arxiv.org/pdf/1511.05644.pdf)\n- [ ] Replace current attention mechanism with Spatial Transformer Layer\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fikostrikov%2Ftensorflow-vae-gan-draw","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fikostrikov%2Ftensorflow-vae-gan-draw","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fikostrikov%2Ftensorflow-vae-gan-draw/lists"}