{"id":18057682,"url":"https://github.com/blob42/face_generation_gan","last_synced_at":"2026-04-28T18:35:45.371Z","repository":{"id":151355714,"uuid":"104143683","full_name":"blob42/face_generation_gan","owner":"blob42","description":"Generative Adverserial Network for face generation using Tensorflow and DCGAN architecture","archived":false,"fork":false,"pushed_at":"2017-09-20T15:22:12.000Z","size":6675,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-05T10:30:46.270Z","etag":null,"topics":["celeba","dcgan","deep-learning","gan","generative-adversarial-network","jupyter-notebook","mnist","nd101","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"HTML","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/blob42.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-09-20T00:17:08.000Z","updated_at":"2023-01-04T15:46:46.000Z","dependencies_parsed_at":null,"dependency_job_id":"32aed541-84e5-49d0-82aa-652b3d0d3fc8","html_url":"https://github.com/blob42/face_generation_gan","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/blob42/face_generation_gan","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blob42%2Fface_generation_gan","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blob42%2Fface_generation_gan/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blob42%2Fface_generation_gan/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blob42%2Fface_generation_gan/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/blob42","download_url":"https://codeload.github.com/blob42/face_generation_gan/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/blob42%2Fface_generation_gan/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32394467,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-28T14:34:11.604Z","status":"ssl_error","status_checked_at":"2026-04-28T14:32:37.009Z","response_time":56,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["celeba","dcgan","deep-learning","gan","generative-adversarial-network","jupyter-notebook","mnist","nd101","tensorflow"],"created_at":"2024-10-31T02:08:55.482Z","updated_at":"2026-04-28T18:35:45.366Z","avatar_url":"https://github.com/blob42.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Face Generation GAN based on DCGAN architecture\n\n\n### Architecture\n![DCGAN Architecture](dcgan.png?raw=true \"DCGAN Architecture\")\n\n### Examples\n#### Mnist\n![MNIST](samples/mnist.png?raw=true \"MNIST Sample\")\n\n#### Celeba\n![Celeba](samples/celeba.png?raw=true \"Celeba Samples\")\n![Celeba](samples/celeba2.png?raw=true \"Celeba Samples\")\n\n### Details\n\n**codes for layers**\n\n- **1 layer** = (size)F|C(ks,str,p)|DC(ks,str)|BN|D|LR\n- **(size):** size of layer or filters\n- **F:** Fully Connected\n- **C:** Convulution \n- **DC(ks,str):** Deconvulution with (Kernel Size, Stride, padding)\n- **BN:** Batch normalization\n- **D:** Dropout\n- **LR:** Leaky Relu\n\n### Generator:\n\n#### Full: (7x7x1024)F -\u003e D -\u003e LR\n#### DCONV1: (512)DC(3,2,same) -\u003e BN -\u003e D -\u003e LR  \n#### DCONV2: (256)DC(3,2,same) -\u003e BN -\u003e D -\u003e LR \n#### DCONV3: (128)DC(5,1,same) -\u003e BN -\u003e D -\u003e LR\n#### DCONV_OUT: (channles)DC(5,1)\n\n### Discriminator:\n\n#### CONV1: (64)C(5,1,valid) -\u003e LR\n#### CONV2: (128)C(5,1,valid) -\u003e BN -\u003e D -\u003e LR\n#### CONV3: (256)C(5,1,valid) -\u003e BN -\u003e D -\u003e LR\n#### CONV4: (512)C(5,2,valid) -\u003e BN -\u003e D -\u003e LR\n#### OUT: (flat)F\n\n### Hyperparameters for celeba set\n- Leaky Relu Slope: 0.2\n- Adam Optimizaer beta: 0.5\n- Learning rate: 0.0003\n- Batch Size: 16\n- latent vector dimension: 100\n- dropout: 0.5\n- 1 epoch\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblob42%2Fface_generation_gan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fblob42%2Fface_generation_gan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblob42%2Fface_generation_gan/lists"}