{"url":"/dataset/isp-ad","name":"ISP-AD","full_name":"The Industrial Screen Printing Anomaly Detection Dataset","description_markdown":"**The ISP-AD Dataset** is a **large-scale anomaly detection dataset**, representing a **real-world industrial use case**.                 It contains **312,674 fault-free** and **246,375 defective samples**, including **245,664 synthetic defects** and   **711 real defects collected on the factory floor**.\r\n\r\nDesigned to advance research in **unsupervised, self-supervised, and supervised anomaly detection**,  \r\n**ISP-AD** serves as a **benchmark** for evaluating defect detection methods under **realistic industrial conditions**.","description_withheld":null,"homepage":"https://doi.org/10.5281/zenodo.14911043","introduced_date":"2025-03-06","introduced_date_note":null,"introduced_by":{"paper":"/paper/isp-ad-a-large-scale-real-world-dataset-for","title":"ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects","first_author":"Paul J. Krassnig","url":null},"license":{"name":"CC BY-NC-SA 4.0","url":"https://creativecommons.org/licenses/by-nc-sa/4.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Anomaly Detection","url":"/task/anomaly-detection","datasets_with_task":"/datasets/task/anomaly-detection"},{"name":"Unsupervised Anomaly Detection","url":"/task/unsupervised-anomaly-detection","datasets_with_task":"/datasets/task/unsupervised-anomaly-detection"},{"name":"Defect Detection","url":"/task/defect-detection","datasets_with_task":"/datasets/task/defect-detection"},{"name":"Weakly Supervised Defect Detection","url":"/task/weakly-supervised-defect-detection","datasets_with_task":"/datasets/task/weakly-supervised-defect-detection"},{"name":"Supervised Anomaly Detection","url":"/task/supervised-anomaly-detection","datasets_with_task":"/datasets/task/supervised-anomaly-detection"},{"name":"Supervised Defect Detection","url":"/task/supervised-defect-detection","datasets_with_task":"/datasets/task/supervised-defect-detection"},{"name":"Self-Supervised Anomaly Detection","url":"/task/self-supervised-anomaly-detection","datasets_with_task":"/datasets/task/self-supervised-anomaly-detection"}],"languages":[],"variants":["ISP-AD"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}