{"id":15372496,"url":"https://github.com/wkentaro/chainer-bicyclegan","last_synced_at":"2025-06-19T08:09:46.160Z","repository":{"id":41207616,"uuid":"115642891","full_name":"wkentaro/chainer-bicyclegan","owner":"wkentaro","description":"Chainer implementation of \"Toward Multimodal Image-to-Image Translation\".","archived":false,"fork":false,"pushed_at":"2018-03-22T09:32:31.000Z","size":2974,"stargazers_count":7,"open_issues_count":0,"forks_count":2,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-15T14:11:53.851Z","etag":null,"topics":["chainer","computer-graphics","computer-vision","deep-learning","gan","generative-adversarial-network","image-generation","pix2pix"],"latest_commit_sha":null,"homepage":"","language":"Python","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/wkentaro.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}},"created_at":"2017-12-28T16:54:51.000Z","updated_at":"2023-09-08T17:34:29.000Z","dependencies_parsed_at":"2022-08-26T19:20:35.964Z","dependency_job_id":null,"html_url":"https://github.com/wkentaro/chainer-bicyclegan","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/wkentaro/chainer-bicyclegan","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wkentaro%2Fchainer-bicyclegan","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wkentaro%2Fchainer-bicyclegan/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wkentaro%2Fchainer-bicyclegan/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wkentaro%2Fchainer-bicyclegan/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wkentaro","download_url":"https://codeload.github.com/wkentaro/chainer-bicyclegan/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wkentaro%2Fchainer-bicyclegan/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":260713352,"owners_count":23050827,"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":["chainer","computer-graphics","computer-vision","deep-learning","gan","generative-adversarial-network","image-generation","pix2pix"],"created_at":"2024-10-01T13:51:38.278Z","updated_at":"2025-06-19T08:09:41.141Z","avatar_url":"https://github.com/wkentaro.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# chainer-bicyclegan\n\n[![Build Status](https://travis-ci.org/wkentaro/chainer-bicyclegan.svg?branch=master)](https://travis-ci.org/wkentaro/chainer-bicyclegan)\n\nChainer implementation of [\"Toward Multimodal Image-to-Image Translation\"](https://arxiv.org/abs/1711.11586).  \nThis is a faithful re-implementation of [the official PyTorch implementation](https://github.com/junyanz/BicycleGAN).\n\n\n## Installation\n\n```bash\ngit clone --recursive https://github.com/wkentaro/chainer-bicyclegan.git\ncd chainer-bicyclegan\n\nconda install -c menpo -y opencv\npip install .\n```\n\n\n## Training\n\n```bash\ncd examples/bicyclegan\n\n# ./train.py \u003cdataset\u003e --gpu \u003cgpu_id\u003e\n./train.py edges2shoes --gpu 0\n```\n\n## Results\n\nIt shows that the BicycleGAN output has more variety with smaller batchsize.\n\n### edges2shoes\n\n- batchsize=2,epoch=60 (left)\n- batchsize=60,epoch=60 (right)\n\n\u003cimg src=\".readme/edges2shoes_batchsize2_epoch60.jpg\" width=\"48%\" /\u003e \u003cimg src=\".readme/edges2shoes_batchsize60_epoch60.jpg\" width=\"48%\" /\u003e\n\n### edges2handbags\n\n- batchsize=2,epoch=5 (left)\n- batchsize=60,epoch=15 (right)\n\n\u003cimg src=\".readme/edges2handbags_batchsize2_epoch5.jpg\" width=\"48%\" /\u003e \u003cimg src=\".readme/edges2handbags_batchsize60_epoch15.jpg\" width=\"48%\" /\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwkentaro%2Fchainer-bicyclegan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwkentaro%2Fchainer-bicyclegan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwkentaro%2Fchainer-bicyclegan/lists"}