{"url":"/dataset/msrc-12","name":"MSRC-12","full_name":"MSRC-12 Kinect Gesture Dataset","description_markdown":"The Microsoft Research Cambridge-12 Kinect gesture data set consists of sequences of human movements, represented as body-part locations, and the associated gesture to be recognized by the system. The data set includes 594 sequences and 719,359 frames—approximately six hours and 40 minutes—collected from 30 people performing 12 gestures. In total, there are 6,244 gesture instances. The motion files contain tracks of 20 joints estimated using the Kinect Pose Estimation pipeline. The body poses are captured at a sample rate of 30Hz with an accuracy of about two centimeters in joint positions.\r\n\r\nSource: [https://pgram.com/dataset/msrc-12-kinect-gesture-data-set/](https://pgram.com/dataset/msrc-12-kinect-gesture-data-set/)","description_withheld":null,"homepage":"https://www.microsoft.com/en-us/download/details.aspx?id=52283&from=https%3A%2F%2Fresearch.microsoft.com%2Fen-us%2Fum%2Fcambridge%2Fprojects%2Fmsrc12%2F","introduced_date":"2012-01-01","introduced_date_note":null,"introduced_by":{"paper":null,"title":"Instructing people for training gestural interactive systems","first_author":null,"url":"https://doi.org/10.1145/2207676.2208303"},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"3D","url":"/datasets/modality/3d"}],"tasks":[{"name":"Skeleton Based Action Recognition","url":"/task/skeleton-based-action-recognition","datasets_with_task":"/datasets/task/skeleton-based-action-recognition"},{"name":"Gesture Recognition","url":"/task/gesture-recognition","datasets_with_task":"/datasets/task/gesture-recognition"}],"languages":[{"name":"Spanish","url":"/datasets/language/spanish"}],"variants":["MSRC-12"],"data_loaders":[],"num_papers_in_archive":31,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/skeleton-based-action-recognition-on-msrc-12","task":"Skeleton Based Action Recognition","dataset_variant":"MSRC-12","rows":2,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"Temporal Subspace Clustering","paper":"/paper/subspace-clustering-for-action-recognition","metrics":{"Accuracy":"99.08%"},"code_links":[{"title":"IIT-PAVIS/subspace-clustering-action-recognition","url":"https://github.com/IIT-PAVIS/subspace-clustering-action-recognition"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/gesture-recognition-on-msrc-12","task":"Gesture Recognition","dataset_variant":"MSRC-12","rows":1,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"3S Net TTM","paper":"/paper/skeleton-based-gesture-recognition-using","metrics":{"Accuracy":"99.01"},"code_links":[{"title":"LiChenyang-Github/Temporal-Transformer-Module","url":"https://github.com/LiChenyang-Github/Temporal-Transformer-Module"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/distribution-of-action-movements-dam-a-1","title":"Distribution of Action Movements (DAM): A Descriptor for Human Action Recognition","date":"2023-10-26","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/subspace-clustering-for-action-recognition","title":"Subspace Clustering for Action Recognition with Covariance Representations and Temporal Pruning","date":"2020-06-21","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/skeleton-based-gesture-recognition-using","title":"Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer Module","date":"2018-11-17","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."}