{"url":"/dataset/miad","name":"MIAD","full_name":null,"description_markdown":"**MIAD** contains more than 100K high-resolution color images in various outdoor industrial scenarios, designed for unsupervised anomaly detection. This dataset is generated by a 3D graphics software and covers both surface and logical anomalies with pixel-precise ground truth.\r\n\r\nSource: [MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly Detection](https://arxiv.org/pdf/2211.13968v2.pdf)\r\n\r\nImage Source: [https://arxiv.org/pdf/2211.13968v2.pdf](https://arxiv.org/pdf/2211.13968v2.pdf)","description_withheld":null,"homepage":"https://miad-2022.github.io/","introduced_date":"2022-11-25","introduced_date_note":null,"introduced_by":{"paper":"/paper/miad-a-maintenance-inspection-dataset-for","title":"MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly Detection","first_author":"Tianpeng Bao","url":null},"license":{"name":"Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License","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"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["MIAD"],"data_loaders":[],"num_papers_in_archive":2,"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."}