{"url":"/dataset/ucfrep","name":"UCFRep","full_name":null,"description_markdown":"The **UCFRep** dataset contains 526 annotated repetitive action videos. This dataset is built from the action recognition dataset UCF101.\n\nSource: [https://github.com/Xiaodomgdomg/Deep-Temporal-Repetition-Counting](https://github.com/Xiaodomgdomg/Deep-Temporal-Repetition-Counting)","description_withheld":null,"homepage":"https://github.com/Xiaodomgdomg/Deep-Temporal-Repetition-Counting","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/context-aware-and-scale-insensitive-temporal","title":"Context-aware and Scale-insensitive Temporal Repetition Counting","first_author":"Huaidong Zhang","url":null},"license":null,"modalities":[{"name":"Videos","url":"/datasets/modality/videos"}],"tasks":[{"name":"Repetitive Action Counting","url":"/task/repetitive-action-counting","datasets_with_task":"/datasets/task/repetitive-action-counting"}],"languages":[],"variants":["UCFRep"],"data_loaders":[{"repo":"https://github.com/Xiaodomgdomg/Deep-Temporal-Repetition-Counting","url":"https://github.com/Xiaodomgdomg/Deep-Temporal-Repetition-Counting","frameworks":["pytorch"]}],"num_papers_in_archive":12,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/repetitive-action-counting-on-ucfrep","task":"Repetitive Action Counting","dataset_variant":"UCFRep","rows":2,"metrics":["MAE","OBO","OBZ","RMSE"],"first_row_in_archive_order":{"model":"ESCounts","paper":"/paper/every-shot-counts-using-exemplars-for","metrics":{"MAE":"0.216","OBO":"0.704","OBZ":"0.381","RMSE":"1.972"},"code_links":[{"title":"sinhasaptarshi/EveryShotCounts","url":"https://github.com/sinhasaptarshi/EveryShotCounts"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/a-short-note-on-evaluating-repnet-for","title":"A Short Note on Evaluating RepNet for Temporal Repetition Counting in Videos","date":"2024-11-13","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/every-shot-counts-using-exemplars-for","title":"Every Shot Counts: Using Exemplars for Repetition Counting in Videos","date":"2024-03-26","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"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."}