{"url":"/dataset/a3d","name":"A3D","full_name":"AnAn Accident Detection","description_markdown":"A new dataset of diverse traffic accidents.\r\n\r\nSource: [Unsupervised Traffic Accident Detection in First-Person Videos](/paper/unsupervised-traffic-accident-detection-in)","description_withheld":null,"homepage":"https://github.com/MoonBlvd/tad-IROS2019","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/unsupervised-traffic-accident-detection-in","title":"Unsupervised Traffic Accident Detection in First-Person Videos","first_author":"Yu Yao","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Traffic Accident Detection","url":"/task/traffic-accident-detection","datasets_with_task":"/datasets/task/traffic-accident-detection"}],"languages":[],"variants":["A3D"],"data_loaders":[{"repo":"https://github.com/MoonBlvd/tad-IROS2019","url":"https://github.com/MoonBlvd/tad-IROS2019","frameworks":["pytorch"]}],"num_papers_in_archive":22,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/traffic-accident-detection-on-a3d","task":"Traffic Accident Detection","dataset_variant":"A3D","rows":3,"metrics":["AUC"],"first_row_in_archive_order":{"model":"FOL-MaxSTD (pred only)","paper":"/paper/unsupervised-traffic-accident-detection-in","metrics":{"AUC":"60.1"},"code_links":[{"title":"MoonBlvd/tad-IROS2019-TBD-","url":"https://github.com/MoonBlvd/tad-IROS2019-TBD-"},{"title":"MoonBlvd/tad-IROS2019","url":"https://github.com/MoonBlvd/tad-IROS2019"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/unsupervised-traffic-accident-detection-in","title":"Unsupervised Traffic Accident Detection in First-Person Videos","date":"2019-03-02","rows_on_this_dataset":1,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":5,"samples_ran":0,"samples_unverified":5,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/future-frame-prediction-for-anomaly-detection","title":"Future Frame Prediction for Anomaly Detection -- A New Baseline","date":"2017-12-28","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/learning-temporal-regularity-in-video","title":"Learning Temporal Regularity in Video Sequences","date":"2016-04-15","rows_on_this_dataset":1,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":5,"samples_ran":0,"samples_unverified":5,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":1,"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."}