Datasets › MTL-AQA
MTL-AQA
A new multitask action quality assessment (AQA) dataset, the largest to date, comprising of more than 1600 diving samples; contains detailed annotations for fine-grained action recognition, commentary generation, and estimating the AQA score. Videos from multiple angles provided wherever available.
Source: What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
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 | ||||
|---|---|---|---|---|---|---|
| Action Quality Assessment | MTL-AQA | RICA^2 (Deterministic) Spearman Correlation 96.20 | RICA2: Rubric-Informed, Calibrated Assessment of Actions | abrarmajeedi/rica2_aqa | 21 | Compare |
| Action Recognition | MTL-AQA | C3D-AVG Position Accuracy 96.32 % | What and How Well You Performed? A Multitask Learning... | ParitoshParmar/MTL-AQA +4 | 1 | Compare |
Papers archive 2025-07-28
8 shown of 8 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 33. 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 | |||
|---|---|---|---|---|
| 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 |
| Auto-Encoding Score Distribution Regression for Action Quality Assessment | 3 | 3 | 22 Nov 2021 | not harvested |
| Group-aware Contrastive Regression for Action Quality Assessment | 1 | 4 | 17 Aug 2021 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
| Improving Action Quality Assessment using Weighted Aggregation | 1 | 1 | 21 Feb 2021 | not harvested |
| Uncertainty-aware Score Distribution Learning for Action Quality Assessment | 1 | 5 | 13 Jun 2020 | not harvested |
| What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment | 5 | 5 | 8 Apr 2019 | not harvested |
Dataset loaders archive 2025-07-28
2 loaders as listed in the archive; links are outbound and not re-checked here.
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
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- MTL-AQA
1 variant name, as the archive lists them.
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