{"id":29442257,"url":"https://github.com/shinmura0/autoencoder_vs_metriclearning","last_synced_at":"2026-03-09T11:05:00.260Z","repository":{"id":302520326,"uuid":"205944525","full_name":"shinmura0/AutoEncoder_vs_MetricLearning","owner":"shinmura0","description":"AutoEncoder vs Metric Learning for Anomaly Detection","archived":false,"fork":false,"pushed_at":"2020-01-08T03:35:44.000Z","size":12274,"stargazers_count":28,"open_issues_count":0,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-07-13T15:18:11.090Z","etag":null,"topics":["anomaly-detection","deep-learning","keras","machine-learning"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","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/shinmura0.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,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-09-02T22:16:57.000Z","updated_at":"2025-01-02T13:41:39.000Z","dependencies_parsed_at":"2025-07-02T21:28:56.193Z","dependency_job_id":null,"html_url":"https://github.com/shinmura0/AutoEncoder_vs_MetricLearning","commit_stats":null,"previous_names":["shinmura0/autoencoder_vs_metriclearning"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/shinmura0/AutoEncoder_vs_MetricLearning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shinmura0%2FAutoEncoder_vs_MetricLearning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shinmura0%2FAutoEncoder_vs_MetricLearning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shinmura0%2FAutoEncoder_vs_MetricLearning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shinmura0%2FAutoEncoder_vs_MetricLearning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/shinmura0","download_url":"https://codeload.github.com/shinmura0/AutoEncoder_vs_MetricLearning/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shinmura0%2FAutoEncoder_vs_MetricLearning/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30291854,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-09T02:57:19.223Z","status":"ssl_error","status_checked_at":"2026-03-09T02:56:26.373Z","response_time":61,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["anomaly-detection","deep-learning","keras","machine-learning"],"created_at":"2025-07-13T15:05:06.751Z","updated_at":"2026-03-09T11:05:00.232Z","avatar_url":"https://github.com/shinmura0.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 1.AutoEncoder_vs_MetricLearning\n+ AutoEncoder vs Metric Learning for Anomaly Detection\n+ Dataset:[MVTEC-AD](https://www.mvtec.com/company/research/datasets/mvtec-ad/)\n\nClick [here](https://qiita.com/shinmura0/items/5c728da8a74208c1308f) for details(Japanese).\n\n# 2.Simple method\n\n|Picture|L2-SoftmaxLoss(AUC)|Simple method(AUC)|\n|---|---|---|\n|Cable|0.72|0.91|\n|Leather|0.91|0.99|\n|Carpet|0.71|0.8|\n|Capsule|0.57|0.87|\n\nClick [here](https://qiita.com/shinmura0/items/6c805498c390d5b35714) for details(Japanese).\n\n# 3.Self Supervised(class3)\n![fig](https://github.com/shinmura0/AutoEncoder_vs_MetricLearning/blob/master/fig.png \"fig\")\n![fig2](https://github.com/shinmura0/AutoEncoder_vs_MetricLearning/blob/master/fig2.png \"fig2\")\n\nClick [here](https://qiita.com/shinmura0/items/54585fccbb20cb2879fd) for details(Japanese).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshinmura0%2Fautoencoder_vs_metriclearning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshinmura0%2Fautoencoder_vs_metriclearning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshinmura0%2Fautoencoder_vs_metriclearning/lists"}