OpenCodePapers

action-quality-assessment-on-mtl-aqa

Action Quality Assessment
Dataset Link
Results over time
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Leaderboard
PaperCodeSpearman CorrelationRL2(*100)ModelNameReleaseDate
RICA2: Rubric-Informed, Calibrated Assessment of Actions✓ Link96.200.228RICA^2 (Deterministic)2024-08-04
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment✓ Link96.10NeuroSymbolic-AQA2024-03-20
RICA2: Rubric-Informed, Calibrated Assessment of Actions✓ Link95.940.258RICA^22024-08-04
Auto-Encoding Score Distribution Regression for Action Quality Assessment✓ Link95.89DAE-CoRe2021-11-22
FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment✓ Link95.850.241FineParser2024-05-11
Group-aware Contrastive Regression for Action Quality Assessment✓ Link95.120.260CoRe(w/ DD)2021-08-17
Auto-Encoding Score Distribution Regression for Action Quality Assessment✓ Link94.52DAE-MT2021-11-22
Group-aware Contrastive Regression for Action Quality Assessment✓ Link93.81 0.394I3D+MLP(w/ DD)2021-08-17
Group-aware Contrastive Regression for Action Quality Assessment✓ Link93.410.365CoRe2021-08-17
Improving Action Quality Assessment using Weighted Aggregation✓ Link93.15ResNet34-(2+1)D-WD2021-02-21
Uncertainty-aware Score Distribution Learning for Action Quality Assessment✓ Link92.730.451MUSDL(w/ DD)2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment✓ Link92.310.468USDL(w/ DD)2020-06-13
Auto-Encoding Score Distribution Regression for Action Quality Assessment✓ Link92.31DAE-MLP2021-11-22
Group-aware Contrastive Regression for Action Quality Assessment✓ Link91.960.465I3D+MLP2021-08-17
Uncertainty-aware Score Distribution Learning for Action Quality Assessment✓ Link91.580.654MUSDL2020-06-13
Uncertainty-aware Score Distribution Learning for Action Quality Assessment✓ Link90.66 0.609USDL2020-06-13
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment✓ Link90.44C3D-AVG-MTL2019-04-08
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment✓ Link89.60C3D-AVG-STL2019-04-08
Uncertainty-aware Score Distribution Learning for Action Quality Assessment✓ Link89.21I3D+MLP2020-06-13
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment✓ Link86.12MSCADC-MTL2019-04-08
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment✓ Link84.72MSCADC-STL2019-04-08