{"url":"/dataset/hieve","name":"HiEve","full_name":"Human-in-Events","description_markdown":"A new large-scale dataset for understanding human motions, poses, and actions in a variety of realistic events, especially crowd & complex events. It contains a record number of poses (>1M), the largest number of action labels (>56k) for complex events, and one of the largest number of trajectories lasting for long terms (with average trajectory length >480). Besides, an online evaluation server is built for researchers to evaluate their approaches.\r\n\r\nSource: [Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events](/paper/human-in-events-a-large-scale-benchmark-for)","description_withheld":null,"homepage":"http://humaninevents.org/","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/human-in-events-a-large-scale-benchmark-for","title":"Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events","first_author":"Weiyao Lin","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Temporal Action Localization","url":"/task/action-recognition","datasets_with_task":"/datasets/task/action-recognition"},{"name":"Object Tracking","url":"/task/object-tracking","datasets_with_task":"/datasets/task/object-tracking"},{"name":"Multi-Object Tracking","url":"/task/multi-object-tracking","datasets_with_task":"/datasets/task/multi-object-tracking"},{"name":"Multiple Object Tracking","url":"/task/multiple-object-tracking","datasets_with_task":"/datasets/task/multiple-object-tracking"}],"languages":[],"variants":["HiEve"],"data_loaders":[],"num_papers_in_archive":19,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/multi-object-tracking-on-hieve","task":"Multi-Object Tracking","dataset_variant":"HiEve","rows":4,"metrics":["MOTA","IDF1"],"first_row_in_archive_order":{"model":"CSTrack","paper":"/paper/rethinking-the-competition-between-detection","metrics":{"IDF1":"51.4","MOTA":"48.6"},"code_links":[{"title":"Zhongdao/Towards-Realtime-MOT","url":"https://github.com/Zhongdao/Towards-Realtime-MOT"},{"title":"JudasDie/SOTS","url":"https://github.com/JudasDie/SOTS"},{"title":"ZhangwenguangHikvision/YoloV5_JDE_TensorRT_for_Track","url":"https://github.com/ZhangwenguangHikvision/YoloV5_JDE_TensorRT_for_Track"},{"title":"nemonameless/jde","url":"https://github.com/nemonameless/jde"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/detection-recovery-in-online-multi-object","title":"Detection Recovery in Online Multi-Object Tracking with Sparse Graph Tracker","date":"2022-05-02","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/rethinking-the-competition-between-detection","title":"Rethinking the competition between detection and ReID in Multi-Object Tracking","date":"2020-10-23","rows_on_this_dataset":1,"code_links":4,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":15,"samples_ran":2,"samples_unverified":13,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/a-simple-baseline-for-multi-object-tracking","title":"FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking","date":"2020-04-04","rows_on_this_dataset":1,"code_links":33,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":53,"samples_ran":8,"samples_unverified":45,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/towards-real-time-multi-object-tracking","title":"Towards Real-Time Multi-Object Tracking","date":"2019-09-27","rows_on_this_dataset":1,"code_links":12,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":36,"samples_ran":2,"samples_unverified":34,"pointer_only_for_licence":0,"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":3,"samples_harvested":104,"samples_ran":12,"samples_unverified":92,"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."}