{"url":"/dataset/visual-wake-words","name":"Visual Wake Words","full_name":null,"description_markdown":"Visual Wake Words represents a common microcontroller vision use-case of identifying whether a person is present in the image or not, and provides a realistic benchmark for tiny vision models.\r\n\r\nSource: [Visual Wake Words Dataset](https://arxiv.org/pdf/1906.05721.pdf)\r\nImage Source: [Chowdhery et al](https://arxiv.org/pdf/1906.05721.pdf)","description_withheld":null,"homepage":"https://github.com/Mxbonn/visualwakewords","introduced_date":"2019-06-12","introduced_date_note":null,"introduced_by":{"paper":"/paper/visual-wake-words-dataset","title":"Visual Wake Words Dataset","first_author":"Aakanksha Chowdhery","url":null},"license":{"name":"Custom","url":"https://github.com/Mxbonn/visualwakewords#usage"},"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Neural Architecture Search","url":"/task/architecture-search","datasets_with_task":"/datasets/task/architecture-search"},{"name":"Quantization","url":"/task/quantization","datasets_with_task":"/datasets/task/quantization"},{"name":"Hardware Aware Neural Architecture Search","url":"/task/hardware-aware-neural-architecture-search","datasets_with_task":"/datasets/task/hardware-aware-neural-architecture-search"}],"languages":[],"variants":["Visual Wake Words"],"data_loaders":[{"repo":"https://github.com/Mxbonn/visualwakewords","url":"https://github.com/Mxbonn/visualwakewords","frameworks":[]}],"num_papers_in_archive":40,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-classification-on-visual-wake-words","task":"Image Classification","dataset_variant":"Visual Wake Words","rows":4,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"HyT-NAS-BA","paper":"/paper/hyt-nas-hybrid-transformers-neural","metrics":{"Accuracy":"92.25"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/hyt-nas-hybrid-transformers-neural","title":"HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices","date":"2023-03-08","rows_on_this_dataset":4,"code_links":0,"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."}