{"url":"/dataset/self-stimulatory-behavior-dataset-1","name":"Self-stimulatory Behavior Dataset","full_name":null,"description_markdown":"Autism Spectrum Disorders (ASD), often referred to as autism, are neurological disorders characterised by deficits in cognitive skills, social and communicative behaviours. A common way of diagnosing ASD is by studying behavioural cues expressed by the children.\r\n\r\nWe introduce a new publicly available dataset (SSBD) of children videos exhibiting self-stimulatory (‘stimming’) behaviours commonly used in autism diagnosis. These videos, posted by parents/caregivers on public domain websites, are collected and annotated for the stimming behaviours.\r\n\r\nThese videos are extremely challenging for automatic behaviour analysis as they are recorded in uncontrolled natural settings. The dataset contains 75 videos with an average duration of 90 seconds per video, grouped under three categories of stimming behaviours:\r\n\r\n- arm flapping,\r\n- head banging, and\r\n- spinning.","description_withheld":null,"homepage":"https://rolandgoecke.net/research/datasets/ssbd/","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":{"name":"Custom (academic, non-commercial, not-for-profit)","url":"https://rolandgoecke.files.wordpress.com/2019/11/ssbd_licence.pdf"},"modalities":[],"tasks":[],"languages":[],"variants":["Self-stimulatory Behavior Dataset"],"data_loaders":[{"repo":"https://github.com/dream2020/data","url":"https://github.com/dream2020/data","frameworks":["tf"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/activity-recognition-on-self-stimulatory","task":"Activity Recognition","dataset_variant":"Self-Stimulatory Behavior Dataset","rows":1,"metrics":["Activity Recognition"],"first_row_in_archive_order":{"model":"all-landmark-model","paper":"/paper/activity-recognition-for-autism-diagnosis","metrics":{"Activity Recognition":"0.76"},"code_links":[{"title":"anish-lakkapragada/ActivRecognition-Autism-Diagnosis","url":"https://github.com/anish-lakkapragada/ActivRecognition-Autism-Diagnosis"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/activity-recognition-for-autism-diagnosis","title":"Classification of Abnormal Hand Movement for Aiding in Autism Detection: Machine Learning Study","date":"2021-08-18","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"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."}