{"id":13546197,"url":"https://github.com/pfnet-research/chainer-ADDA","last_synced_at":"2025-04-02T17:32:41.831Z","repository":{"id":86583035,"uuid":"94985140","full_name":"pfnet-research/chainer-ADDA","owner":"pfnet-research","description":"Adversarial Discriminative Domain Adaptation in Chainer","archived":false,"fork":false,"pushed_at":"2017-11-20T05:26:36.000Z","size":2084,"stargazers_count":24,"open_issues_count":1,"forks_count":4,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-03-27T01:51:25.878Z","etag":null,"topics":["adda","adversarial","chainer","chainer-adda","domain-adaptation","mnist","svhn"],"latest_commit_sha":null,"homepage":null,"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/pfnet-research.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,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2017-06-21T09:07:40.000Z","updated_at":"2024-08-13T23:21:52.000Z","dependencies_parsed_at":null,"dependency_job_id":"36ce2f4d-ce28-40a6-9853-5fd9b1bf44dd","html_url":"https://github.com/pfnet-research/chainer-ADDA","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/pfnet-research%2Fchainer-ADDA","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pfnet-research%2Fchainer-ADDA/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pfnet-research%2Fchainer-ADDA/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pfnet-research%2Fchainer-ADDA/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pfnet-research","download_url":"https://codeload.github.com/pfnet-research/chainer-ADDA/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246860299,"owners_count":20845638,"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":["adda","adversarial","chainer","chainer-adda","domain-adaptation","mnist","svhn"],"created_at":"2024-08-01T12:00:33.808Z","updated_at":"2025-04-02T17:32:40.749Z","avatar_url":"https://github.com/pfnet-research.png","language":"Python","funding_links":[],"categories":["Preferred Networks Research"],"sub_categories":["Services using Chainer"],"readme":"# chainer-ADDA\nImplementation of [Adversarial Discriminative Domain Adaptation](https://arxiv.org/abs/1702.05464) in [Chainer](https://github.com/chainer/chainer).\n\n**Note** this code depends on [this](https://github.com/chainer/chainer/tree/96753116c96e26d33e4d747673114b06b86ebb6b) version of Chainer (or newer). Please check out the source from that link rather than installing via pip.\n\n## Results\nThe following results are for the SVHN to MNIST domain adaptation task.\n![loss](loss.png)\n\n| Training | % accuracy (Paper) | % accuracy (This implementation) |\n| -------- | ----- | ------------------- |\n| source only   | 0.601 | 0.575          |\n| ADDA          | 0.760 | 0.800          |\n\n## Usage\nRun `python train.py -g 0` to train everything using GPU 0. SVHN and MNIST datasets will download automatically. If a classifier pretrained on the source (SVHN) domain is not found, one will be trained first, then continue on to do ADDA.\n\n\n# Resources\n- https://arxiv.org/pdf/1702.05464.pdf\n- https://github.com/erictzeng/adda\n- https://github.com/davidtellez/adda_mnist64\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpfnet-research%2Fchainer-ADDA","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpfnet-research%2Fchainer-ADDA","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpfnet-research%2Fchainer-ADDA/lists"}