{"url":"/task/weakly-supervised-defect-detection","name":"Weakly Supervised Defect Detection","slug":"weakly-supervised-defect-detection","description_markdown":null,"categories":[],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":5,"papers_with_code":4,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":4,"subtasks":0,"parent_tasks":0},"benchmarks":[],"datasets":[{"url":"/dataset/kolektorsdd","name":"KolektorSDD","full_name":"Kolektor Surface-Defect Dataset","num_papers_in_archive":15},{"url":"/dataset/kolektorsdd2","name":"KolektorSDD2","full_name":"Kolektor Surface-Defect Dataset 2","num_papers_in_archive":15},{"url":"/dataset/dagm2007","name":"DAGM2007","full_name":"DAGM2007","num_papers_in_archive":6},{"url":"/dataset/isp-ad","name":"ISP-AD","full_name":"The Industrial Screen Printing Anomaly Detection Dataset","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":4,"of":4,"tagged_in_all":5,"items":[{"url":"/paper/fastflow-unsupervised-anomaly-detection-and","title":"FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows","date":"2021-11-15","arxiv_id":"2111.07677","repositories_listed":5,"syntology":{"n":6,"n_ran":5,"n_unverified":1,"n_pointer_only":0}},{"url":"/paper/mixed-supervision-for-surface-defect","title":"Mixed supervision for surface-defect detection: from weakly to fully supervised learning","date":"2021-04-13","arxiv_id":"2104.06064","repositories_listed":2,"syntology":{"n":1,"n_ran":1,"n_unverified":0,"n_pointer_only":1}},{"url":"/paper/dsr-a-dual-subspace-re-projection-network-for","title":"DSR -- A dual subspace re-projection network for surface anomaly detection","date":"2022-08-02","arxiv_id":"2208.01521","repositories_listed":1,"syntology":null},{"url":"/paper/s2d2net-an-improved-approach-for-robust-steel","title":"S2D2Net: An Improved Approach For Robust Steel Surface Defects Diagnosis With Small Sample Learning","date":"2021-08-23","arxiv_id":null,"repositories_listed":1,"syntology":null}],"syntology_records":2,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-25T09:33:49+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}