{"url":"/dataset/rwf-2000","name":"RWF-2000","full_name":null,"description_markdown":"A database with 2,000 videos captured by surveillance cameras in real-world scenes. \r\n\r\nSource: [RWF-2000: An Open Large Scale Video Database for Violence Detection](/paper/rwf-2000-an-open-large-scale-video-database)","description_withheld":null,"homepage":"https://github.com/mchengny/RWF2000-Video-Database-for-Violence-Detection","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/rwf-2000-an-open-large-scale-video-database","title":"RWF-2000: An Open Large Scale Video Database for Violence Detection","first_author":"Ming Cheng","url":null},"license":null,"modalities":[{"name":"RGB Video","url":"/datasets/modality/rgb-video"}],"tasks":[{"name":"Activity Recognition","url":"/task/activity-recognition","datasets_with_task":"/datasets/task/activity-recognition"},{"name":"Action Recognition","url":"/task/action-recognition-in-videos","datasets_with_task":"/datasets/task/action-recognition-in-videos"},{"name":"Action Classification","url":"/task/action-classification","datasets_with_task":"/datasets/task/action-classification"}],"languages":[],"variants":["RWF-2000"],"data_loaders":[{"repo":"https://github.com/mchengny/RWF2000-Video-Database-for-Violence-Detection","url":"https://github.com/mchengny/RWF2000-Video-Database-for-Violence-Detection","frameworks":[]}],"num_papers_in_archive":16,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/activity-recognition-on-rwf-2000","task":"Activity Recognition","dataset_variant":"RWF-2000","rows":6,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"Structured Keypoint Pooling","paper":"/paper/unified-keypoint-based-action-recognition","metrics":{"Accuracy":"93.4"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/human-skeletons-and-change-detection-for","title":"Human skeletons and change detection for efficient violence detection in surveillance videos","date":"2023-05-20","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/unified-keypoint-based-action-recognition","title":"Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling","date":"2023-03-27","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/video-violence-recognition-and-localization","title":"Video Violence Recognition and Localization Using a Semi-Supervised Hard Attention Model","date":"2022-02-04","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/efficient-two-stream-network-for-violence","title":"Efficient Two-Stream Network for Violence Detection Using Separable Convolutional LSTM","date":"2021-02-21","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/human-interaction-learning-on-3d-skeleton","title":"Human Interaction Learning on 3D Skeleton Point Clouds for Video Violence Recognition","date":"2020-08-01","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/rwf-2000-an-open-large-scale-video-database","title":"RWF-2000: An Open Large Scale Video Database for Violence Detection","date":"2019-11-14","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."}