{"id":15601051,"url":"https://github.com/lucidrains/unet-stylegan2","last_synced_at":"2025-04-07T07:07:24.346Z","repository":{"id":50748652,"uuid":"282346145","full_name":"lucidrains/unet-stylegan2","owner":"lucidrains","description":"A Pytorch implementation of Stylegan2 with UNet Discriminator","archived":false,"fork":false,"pushed_at":"2020-11-10T05:39:21.000Z","size":609,"stargazers_count":206,"open_issues_count":7,"forks_count":25,"subscribers_count":10,"default_branch":"master","last_synced_at":"2025-03-30T22:10:00.016Z","etag":null,"topics":["artificial-intelligence","deep-learning","generative-adversarial-network","u-net"],"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/lucidrains.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}},"created_at":"2020-07-25T01:14:35.000Z","updated_at":"2025-02-16T10:05:51.000Z","dependencies_parsed_at":"2022-09-10T18:02:30.713Z","dependency_job_id":null,"html_url":"https://github.com/lucidrains/unet-stylegan2","commit_stats":null,"previous_names":[],"tags_count":26,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Funet-stylegan2","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Funet-stylegan2/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Funet-stylegan2/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Funet-stylegan2/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lucidrains","download_url":"https://codeload.github.com/lucidrains/unet-stylegan2/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247608151,"owners_count":20965952,"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":["artificial-intelligence","deep-learning","generative-adversarial-network","u-net"],"created_at":"2024-10-03T02:13:08.386Z","updated_at":"2025-04-07T07:07:24.312Z","avatar_url":"https://github.com/lucidrains.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cimg src=\"./unet.png\"\u003e\u003c/img\u003e\n\n## UNet Stylegan2\n\nAn implementation of Stylegan2 with UNet Discriminator. This repository works largely the same way as \u003ca href=\"https://github.com/lucidrains/stylegan2-pytorch\"\u003eStylegan2 Pytorch\u003c/a\u003e. Simply replace all the `stylegan2_pytorch` command with `unet_stylegan2` instead.\n\n\u003cimg src=\"./samples/flowers.jpg\"\u003e\u003c/img\u003e\n\n\u003cimg src=\"./samples/flowers-mr.jpg\"\u003e\u003c/img\u003e\n\nUpdate: Results have been very good. Will need to investigate combining this with a few other techniques, and then I will write up full instructions for use.\n\n## Install\n\n```bash\n$ pip install unet-stylegan2\n```\n\n## Usage\n\n```bash\n$ unet_stylegan2 --data ./path/to/data\n```\n\n## Citations\n\n```bibtex\n@misc{karras2019analyzing,\n    title={Analyzing and Improving the Image Quality of StyleGAN},\n    author={Tero Karras and Samuli Laine and Miika Aittala and Janne Hellsten and Jaakko Lehtinen and Timo Aila},\n    year={2019},\n    eprint={1912.04958},\n    archivePrefix={arXiv},\n    primaryClass={cs.CV}\n}\n```\n\n```bibtex\n@misc{schnfeld2020unet,\n    title={A U-Net Based Discriminator for Generative Adversarial Networks},\n    author={Edgar Schönfeld and Bernt Schiele and Anna Khoreva},\n    year={2020},\n    eprint={2002.12655},\n    archivePrefix={arXiv},\n    primaryClass={cs.CV}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucidrains%2Funet-stylegan2","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucidrains%2Funet-stylegan2","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucidrains%2Funet-stylegan2/lists"}