{"id":15650529,"url":"https://github.com/vfdev-5/bootstrappingloss","last_synced_at":"2025-10-28T21:08:04.871Z","repository":{"id":149000634,"uuid":"131533820","full_name":"vfdev-5/BootstrappingLoss","owner":"vfdev-5","description":"Bootstrapping loss function implementation in pytorch","archived":false,"fork":false,"pushed_at":"2020-12-03T10:23:29.000Z","size":419,"stargazers_count":36,"open_issues_count":1,"forks_count":5,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-30T18:07:54.464Z","etag":null,"topics":["loss","mnist","pytorch"],"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/vfdev-5.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}},"created_at":"2018-04-29T22:07:10.000Z","updated_at":"2024-07-29T08:33:01.000Z","dependencies_parsed_at":null,"dependency_job_id":"8c14a5d9-71a6-402d-84f9-9311af1367ce","html_url":"https://github.com/vfdev-5/BootstrappingLoss","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/vfdev-5%2FBootstrappingLoss","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vfdev-5%2FBootstrappingLoss/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vfdev-5%2FBootstrappingLoss/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vfdev-5%2FBootstrappingLoss/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vfdev-5","download_url":"https://codeload.github.com/vfdev-5/BootstrappingLoss/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251758165,"owners_count":21638989,"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":["loss","mnist","pytorch"],"created_at":"2024-10-03T12:34:58.240Z","updated_at":"2025-10-28T21:07:59.837Z","avatar_url":"https://github.com/vfdev-5.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Bootstrapping loss function implementation\nbased on \"Training Deep Neural Networks on Noisy Labels with Bootstrapping\"\n[https://arxiv.org/abs/1412.6596](https://arxiv.org/abs/1412.6596)\n\n\n## Experiments on MNIST\n\nExperiments on MNIST:\n```bash\ncd examples/mnist \u0026\u0026 python main.py run --mode hard_bootstrap --noise_fraction=0.45\ncd examples/mnist \u0026\u0026 python main.py run --mode soft_bootstrap --noise_fraction=0.45\ncd examples/mnist \u0026\u0026 python main.py run --mode xentropy --noise_fraction=0.45\n```\n\n```\ncd examples/mnist \u0026\u0026 sh run_experiments.sh \u003e\u003e out 2\u003e log\n```\n\n- [Experiments on TRAINS](https://app.ignite.trains.allegro.ai/projects/276a39e824794d1093ecddd8b2afb8d0) \n- `WITH_TRAINS=True sh run_experiments.sh \u003e\u003e out 2\u003e log`\n\n### Requirements:\n\n- pytorch\u003e=1.3\n- torchvision\u003e=0.4.1\n- [pytorch-ignite](https://github.com/pytorch/ignite)\u003e=0.4.2\n- google fire\u003e=0.3.1\n\n```\npip install -r requirements.txt\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvfdev-5%2Fbootstrappingloss","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvfdev-5%2Fbootstrappingloss","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvfdev-5%2Fbootstrappingloss/lists"}