Datasets › HiEve

HiEve (Human-in-Events)

Introduced by Weiyao Lin et al. in Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events archive 2025-07-28

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.

Source: Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Multi-Object Tracking HiEve CSTrack MOTA 48.6 Rethinking the competition between detection and ReID in... Zhongdao/Towards-Realtime-MOT +3 4 Compare

Papers archive 2025-07-28

4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 19. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Detection Recovery in Online Multi-Object Tracking with Sparse Graph Tracker 1 1 2 May 2022 not harvested
Rethinking the competition between detection and ReID in Multi-Object Tracking 4 1 23 Oct 2020 ran 2 of 15 samples (13 unverified)
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking 33 1 4 Apr 2020 ran 8 of 53 samples (45 unverified)
Towards Real-Time Multi-Object Tracking 12 1 27 Sep 2019 ran 2 of 36 samples (34 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • HiEve

1 variant name, as the archive lists them.

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