{"id":15601050,"url":"https://github.com/lucidrains/pi-gan-pytorch","last_synced_at":"2025-09-11T13:35:05.559Z","repository":{"id":41400674,"uuid":"318595612","full_name":"lucidrains/pi-GAN-pytorch","owner":"lucidrains","description":"Implementation of π-GAN, for 3d-aware image synthesis, in Pytorch","archived":false,"fork":false,"pushed_at":"2021-02-22T19:40:40.000Z","size":147,"stargazers_count":116,"open_issues_count":4,"forks_count":15,"subscribers_count":13,"default_branch":"main","last_synced_at":"2024-12-17T02:52:10.615Z","etag":null,"topics":["artificial-intelligence","deep-learning","film","generative-adversarial-network","nerf"],"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":"2020-12-04T17:56:38.000Z","updated_at":"2024-08-29T05:42:03.000Z","dependencies_parsed_at":"2022-09-02T07:00:44.644Z","dependency_job_id":null,"html_url":"https://github.com/lucidrains/pi-GAN-pytorch","commit_stats":null,"previous_names":[],"tags_count":11,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpi-GAN-pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpi-GAN-pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpi-GAN-pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucidrains%2Fpi-GAN-pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lucidrains","download_url":"https://codeload.github.com/lucidrains/pi-GAN-pytorch/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":230423559,"owners_count":18223435,"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","film","generative-adversarial-network","nerf"],"created_at":"2024-10-03T02:13:07.380Z","updated_at":"2024-12-19T11:11:57.030Z","avatar_url":"https://github.com/lucidrains.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cimg src=\"./images/diagram.png\" width=\"500px\"\u003e\u003c/img\u003e\n\n## π-GAN - Pytorch (wip)\n\nImplementation of \u003ca href=\"https://arxiv.org/abs/2012.00926\"\u003eπ-GAN\u003c/a\u003e, for 3d-aware image synthesis, in Pytorch.\n\n\u003ca href=\"https://www.youtube.com/watch?v=0HCdof9BGtw\"\u003eProject video from authors\u003c/a\u003e\n\n## Install\n\n```bash\n$ pip install pi-gan-pytorch\n```\n\n## Usage\n\n```python\nfrom pi_gan_pytorch import piGAN, Trainer\n\ngan = piGAN(\n    image_size = 128,\n    dim = 512\n).cuda()\n\ntrainer = Trainer(\n    gan = gan,\n    folder = '/path/to/images'\n)\n\ntrainer()\n```\n\n## Citations\n\n```bibtex\n@misc{chan2020pigan,\n    title={pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis}, \n    author={Eric R. Chan and Marco Monteiro and Petr Kellnhofer and Jiajun Wu and Gordon Wetzstein},\n    year={2020},\n    eprint={2012.00926},\n    archivePrefix={arXiv},\n    primaryClass={cs.CV}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucidrains%2Fpi-gan-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucidrains%2Fpi-gan-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucidrains%2Fpi-gan-pytorch/lists"}