Datasets › UTD-MHAD
UTD-MHAD
The UTD-MHAD dataset consists of 27 different actions performed by 8 subjects. Each subject repeated the action for 4 times, resulting in 861 action sequences in total. The RGB, depth, skeleton and the inertial sensor signals were recorded.
Source: Skepxels: Spatio-temporal Image Representation of Human Skeleton Joints for Action Recognition Image Source: https://www.researchgate.net/figure/Sample-shots-of-the-27-actions-in-the-UTD-MHAD-database_fig12_283090976
Benchmarks archive 2025-07-28
All 2 leaderboards 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Multimodal Activity Recognition | UTD-MHAD | PoseMap Accuracy (CS) 94.5 | Recognizing Human Actions as the Evolution of Pose... | — | 5 | Compare |
| Action Recognition | UTD-MHAD | Action Machine (RGB only) Accuracy 92.5 | Action Machine: Rethinking Action Recognition in Trimmed Videos | — | 1 | Compare |
Papers archive 2025-07-28
5 shown of 5 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 62. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Gimme Signals: Discriminative signal encoding for multimodal activity recognition | 2 | 1 | 13 Mar 2020 | not harvested |
| Bayesian Hierarchical Dynamic Model for Human Action Recognition | 1 | 1 | 1 Jun 2019 | not harvested |
| STAR-Net: Action Recognition using Spatio-Temporal Activation Reprojection | 0 | 1 | 26 Feb 2019 | not harvested |
| Action Machine: Rethinking Action Recognition in Trimmed Videos | 0 | 2 | 14 Dec 2018 | not harvested |
| Recognizing Human Actions as the Evolution of Pose Estimation Maps | 0 | 1 | 1 Jun 2018 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- UTD-MHAD
1 variant name, as the archive lists them.
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