{"url":"/dataset/egogesture","name":"EgoGesture","full_name":null,"description_markdown":"The **EgoGesture** dataset contains 2,081 RGB-D videos, 24,161 gesture samples and 2,953,224 frames from 50 distinct subjects.\r\n\r\nSource: [http://www.nlpr.ia.ac.cn/iva/yfzhang/datasets/egogesture.html](http://www.nlpr.ia.ac.cn/iva/yfzhang/datasets/egogesture.html)\r\nImage Source: [http://www.nlpr.ia.ac.cn/iva/yfzhang/datasets/egogesture.html](http://www.nlpr.ia.ac.cn/iva/yfzhang/datasets/egogesture.html)","description_withheld":null,"homepage":"http://www.nlpr.ia.ac.cn/iva/yfzhang/datasets/egogesture.html","introduced_date":"2018-01-01","introduced_date_note":null,"introduced_by":{"paper":null,"title":"EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition","first_author":null,"url":"https://doi.org/10.1109/TMM.2018.2808769"},"license":{"name":"Custom (research-only)","url":"http://www.nlpr.ia.ac.cn/iva/yfzhang/datasets/egogesture.html"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Action Recognition","url":"/task/action-recognition-in-videos","datasets_with_task":"/datasets/task/action-recognition-in-videos"},{"name":"Hand Gesture Recognition","url":"/task/hand-gesture-recognition","datasets_with_task":"/datasets/task/hand-gesture-recognition"}],"languages":[],"variants":["EgoGesture"],"data_loaders":[],"num_papers_in_archive":37,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/hand-gesture-recognition-on-egogesture-1","task":"Hand Gesture Recognition","dataset_variant":"EgoGesture","rows":4,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"ResNeXt-101","paper":"/paper/real-time-hand-gesture-detection-and","metrics":{"Accuracy":"94.03"},"code_links":[{"title":"ahmetgunduz/Real-time-GesRec","url":"https://github.com/ahmetgunduz/Real-time-GesRec"},{"title":"GibranBenitez/IPN-hand","url":"https://github.com/GibranBenitez/IPN-hand"},{"title":"LEChaney/Real-time-SSAR","url":"https://github.com/LEChaney/Real-time-SSAR"},{"title":"k-muhibul/Pattern_hand-gesture","url":"https://github.com/k-muhibul/Pattern_hand-gesture"},{"title":"Blitzkrieg37/Kinesic","url":"https://github.com/Blitzkrieg37/Kinesic"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/action-recognition-in-videos-on-egogesture","task":"Action Recognition","dataset_variant":"EgoGesture","rows":1,"metrics":["Top-1 Accuracy","Top-5 Accuracy"],"first_row_in_archive_order":{"model":"TSM+W3","paper":"/paper/knowing-what-where-and-when-to-look-efficient","metrics":{"Top-1 Accuracy":"94.3","Top-5 Accuracy":"99.2"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/knowing-what-where-and-when-to-look-efficient","title":"Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention","date":"2020-04-02","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/mmtm-multimodal-transfer-module-for-cnn","title":"MMTM: Multimodal Transfer Module for CNN Fusion","date":"2019-11-20","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":0,"samples_unverified":3,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/real-time-hand-gesture-detection-and","title":"Real-time Hand Gesture Detection and Classification Using Convolutional Neural Networks","date":"2019-01-29","rows_on_this_dataset":1,"code_links":5,"syntology":null},{"paper":"/paper/improving-the-performance-of-unimodal-dynamic","title":"Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal Training","date":"2018-12-14","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/quo-vadis-action-recognition-a-new-model-and","title":"Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset","date":"2017-05-22","rows_on_this_dataset":1,"code_links":34,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":28,"samples_ran":16,"samples_unverified":12,"pointer_only_for_licence":7,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":31,"samples_ran":16,"samples_unverified":15,"pointer_only_for_licence":7,"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."}