{"url":"/dataset/wigesture","name":"WiGesture","full_name":"Wireless Sensing Dataset for Gesture Recognition and People ID Identification with ESP32","description_markdown":"WiGesture dataset contains data related to gesture recognition and people id identification in a meeting room scenario. The dataset provides synchronised CSI, RSSI, and timestamp for each sample. It can be used for research on WiFi-based human gesture recognition and people id identification.","description_withheld":null,"homepage":"http://www.sdp8.net/Dataset?id=5d4ee7ca-d0b0-45e3-9510-abb6e9cdebf9","introduced_date":"2024-03-19","introduced_date_note":null,"introduced_by":{"paper":"/paper/finding-the-missing-data-a-bert-inspired","title":"Finding the Missing Data: A BERT-inspired Approach Against Package Loss in Wireless Sensing","first_author":"Zijian Zhao","url":null},"license":null,"modalities":[{"name":"Time series","url":"/datasets/modality/time-series"}],"tasks":[{"name":"Gesture Recognition","url":"/task/gesture-recognition","datasets_with_task":"/datasets/task/gesture-recognition"},{"name":"Action Classification","url":"/task/action-classification","datasets_with_task":"/datasets/task/action-classification"},{"name":"Person Identification","url":"/task/person-identification","datasets_with_task":"/datasets/task/person-identification"},{"name":"Action Classification (1-shot)","url":"/task/action-classification-1-shot","datasets_with_task":"/datasets/task/action-classification-1-shot"},{"name":"Person Identification (1-shot)","url":"/task/person-identification-1-shot","datasets_with_task":"/datasets/task/person-identification-1-shot"},{"name":"Person Identification (zero-shot)","url":"/task/person-identification-zero-shot","datasets_with_task":"/datasets/task/person-identification-zero-shot"},{"name":"Action Classification (zero-shot)","url":"/task/action-classification-zero-shot","datasets_with_task":"/datasets/task/action-classification-zero-shot"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["WiGesture"],"data_loaders":[],"num_papers_in_archive":5,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/action-classification-on-wigesture","task":"Action Classification","dataset_variant":"WiGesture","rows":3,"metrics":["Accuracy (% )"],"first_row_in_archive_order":{"model":"CSI-BERT2","paper":"/paper/mining-limited-data-sufficiently-a-bert","metrics":{"Accuracy (% )":"99.48"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/person-identification-on-wigesture","task":"Person Identification","dataset_variant":"WiGesture","rows":3,"metrics":["Accuracy (% )"],"first_row_in_archive_order":{"model":"CrossFi","paper":"/paper/crossfi-a-cross-domain-wi-fi-sensing","metrics":{"Accuracy (% )":"99.97"},"code_links":[{"title":"RS2002/CrossFi","url":"https://github.com/RS2002/CrossFi"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/mining-limited-data-sufficiently-a-bert","title":"Mining Limited Data Sufficiently: A BERT-inspired Approach for CSI Time Series Application in Wireless Communication and Sensing","date":"2024-12-09","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/crossfi-a-cross-domain-wi-fi-sensing","title":"CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network","date":"2024-08-20","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/finding-the-missing-data-a-bert-inspired","title":"Finding the Missing Data: A BERT-inspired Approach Against Package Loss in Wireless Sensing","date":"2024-03-19","rows_on_this_dataset":2,"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."}