{"id":20096591,"url":"https://github.com/hendrycks/ss-ood","last_synced_at":"2025-04-13T04:15:43.947Z","repository":{"id":41268468,"uuid":"191080893","full_name":"hendrycks/ss-ood","owner":"hendrycks","description":"Self-Supervised Learning for OOD Detection (NeurIPS 2019)","archived":false,"fork":false,"pushed_at":"2021-04-29T17:42:13.000Z","size":8499,"stargazers_count":266,"open_issues_count":3,"forks_count":30,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-04-13T04:15:31.468Z","etag":null,"topics":["ml-safety","out-of-distribution-detection","robustness","self-supervised","self-supervised-learning","uncertainty"],"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/hendrycks.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":"2019-06-10T02:15:16.000Z","updated_at":"2024-09-30T11:52:25.000Z","dependencies_parsed_at":"2022-09-20T23:51:04.354Z","dependency_job_id":null,"html_url":"https://github.com/hendrycks/ss-ood","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/hendrycks%2Fss-ood","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hendrycks%2Fss-ood/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hendrycks%2Fss-ood/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hendrycks%2Fss-ood/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hendrycks","download_url":"https://codeload.github.com/hendrycks/ss-ood/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248661719,"owners_count":21141451,"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":["ml-safety","out-of-distribution-detection","robustness","self-supervised","self-supervised-learning","uncertainty"],"created_at":"2024-11-13T16:59:17.580Z","updated_at":"2025-04-13T04:15:43.926Z","avatar_url":"https://github.com/hendrycks.png","language":"Python","funding_links":[],"categories":["Computer Vision"],"sub_categories":["Image Representation Learning"],"readme":"# Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty\n\nThis repository contains the dataset and some code for the paper [Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty](https://arxiv.org/abs/1906.12340) by Dan Hendrycks, Mantas Mazeika, Saurav Kadavath, and Dawn Song.\n\nWe show that self-supervised learning can tremendously improve out-of-distribution detection as well as various types of robustness.\n\n\u003cimg align=\"center\" src=\"not_hotdog.png\" width=\"750\"\u003e\n\nDownload the one class ImageNet test set [here](https://drive.google.com/file/d/13xzVuQMEhSnBRZr-YaaO08coLU2dxAUq/view?usp=sharing). The one class ImageNet training set is [here](https://drive.google.com/file/d/1B5c39Fc3haOPzlehzmpTLz6xLtGyKEy4/view?usp=sharing).\n\nThe code requires PyTorch 1.0 + and Python 3+.\n\n## Citation\n\nIf you find this useful in your research, please consider citing:\n\n    @article{hendrycks2019selfsupervised,\n      title={Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty},\n      author={Dan Hendrycks and Mantas Mazeika and Saurav Kadavath and Dawn Song},\n      journal={Advances in Neural Information Processing Systems (NeurIPS)},\n      year={2019}\n    }\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhendrycks%2Fss-ood","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhendrycks%2Fss-ood","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhendrycks%2Fss-ood/lists"}