Datasets › FineDiving

FineDiving

Introduced by Jinglin Xu et al. in FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment7 Apr 2022 archive 2025-07-28

We construct a fine-grained video dataset organized by both semantic and temporal structures, where each structure contains two-level annotations.

  • For semantic structure, the action-level labels describe the action types of athletes and the step-level labels depict the sub-action types of consecutive steps in the procedure, where adjacent steps in each action procedure belong to different sub-action types. A combination of sub-action types produces an action type.

  • In temporal structure, the action-level labels locate the temporal boundary of a complete action instance performed by an athlete. During this annotation process, we discard all the incomplete action instances and filter out the slow playbacks. The step-level labels are the starting frames of consecutive steps in the action procedure.

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
Action Quality Assessment FineDiving NeuroSymbolic-AQA Spearman Correlation 0.9610 Hierarchical NeuroSymbolic Approach for Comprehensive... ParitoshParmar/Fitness-AQA +2 4 Compare

Papers archive 2025-07-28

3 shown of 3 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 23. 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
RICA2: Rubric-Informed, Calibrated Assessment of Actions 1 2 4 Aug 2024 not harvested
FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment 1 1 11 May 2024 ran 4 of 5 samples (1 unverified; 5 pointer-only for licence)
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment 3 1 20 Mar 2024 not harvested

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

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • FineDiving

1 variant name, as the archive lists them.

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