Repetitive Action Counting

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (14 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A Short Note on Evaluating RepNet for Temporal Repetition Counting in Videos
  13 Nov 2024 2 repositories listed
  We discuss some consistent issues on how RepNet has been evaluated in various papers.
• Counting Out Time: Class Agnostic Video Repetition Counting in the Wild
  27 Jun 2020 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  We present an approach for estimating the period with which an action is repeated in a video.
• Rethinking temporal self-similarity for repetitive action counting
  12 Jul 2024 1 repository listed
  The number of repeated actions is then inferred from the action start probabilities.
• Every Shot Counts: Using Exemplars for Repetition Counting in Videos
  26 Mar 2024 1 repository listed
  We propose an exemplar-based approach that discovers visual correspondence of video exemplars across repetitions within target videos.
• PoseRAC: Pose Saliency Transformer for Repetitive Action Counting
  15 Mar 2023 1 repository listed
  Moreover, we introduce a pose-level method, PoseRAC, which is based on this representation and achieves state-of-the-art performance on two new version datasets by using Pose Saliency Annotation to annotate salient…
• TransRAC: Encoding Multi-scale Temporal Correlation with Transformers for Repetitive Action Counting
  3 Apr 2022 1 repository listed
  Existing methods focus on performing repetitive action counting in short videos, which is tough for dealing with longer videos in more realistic scenarios.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.