Datasets › UT-Kinect

UT-Kinect (UTKinect-Action3D Dataset)

Introduced by Lu Xia et al. in View invariant human action recognition using histograms of 3D joints1 Jan 2012 archive 2025-07-28

The UT-Kinect dataset is a dataset for action recognition from depth sequences. The videos were captured using a single stationary Kinect. There are 10 action types: walk, sit down, stand up, pick up, carry, throw, push, pull, wave hands, clap hands. There are 10 subjects, Each subject performs each actions twice. Three channels were recorded: RGB, depth and skeleton joint locations. The three channel are synchronized. The framerate is 30f/s.

Source: https://cvrc.ece.utexas.edu/KinectDatasets/HOJ3D.html Image Source: https://cvrc.ece.utexas.edu/KinectDatasets/HOJ3D.html

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)PaperCode
Skeleton Based Action Recognition UT-Kinect Temporal Subspace Clustering Accuracy 99.50% Subspace Clustering for Action Recognition with... IIT-PAVIS/subspace-clustering-action-recognition 7 Compare
Multimodal Activity Recognition UT-Kinect HAMLET Accuracy (CS) 97.56 HAMLET: A Hierarchical Multimodal Attention-based Human... — 1 Compare

Papers archive 2025-07-28

7 shown of 7 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 70. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

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

  • UT-Kinect

1 variant name, as the archive lists them.

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