Action Quality Assessment

Assessing/analyzing/quantifying how well an action was performed.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 52 papers

Title	Date	Tasks	Status
Uncertainty-Driven Action Quality Assessment	Jul 29, 2022	Action Quality AssessmentDiversity	—Unverified
Collaborative Weakly Supervised Video Correlation Learning for Procedure-Aware Instructional Video Analysis	Dec 18, 2023	Action Quality AssessmentProcedure Learning	—Unverified
Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment	Jul 29, 2024	Action Quality Assessment	—Unverified
Action Assessment by Joint Relation Graphs	Oct 1, 2019	Action AssessmentAction Quality Assessment	—Unverified
Action Quality Assessment using Siamese Network-Based Deep Metric Learning	Feb 27, 2020	Action Quality AssessmentMetric Learning	—Unverified
Action Quality Assessment using Transformers	Jul 20, 2022	Action Quality Assessment	—Unverified
Unlabeled Action Quality Assessment Based on Multi-dimensional Adaptive Constrained Dynamic Time Warping	Oct 18, 2024	3D Pose EstimationAction Quality Assessment	—Unverified
Likert Scoring With Grade Decoupling for Long-Term Action Assessment	Jan 1, 2022	Action AssessmentAction Quality Assessment	—Unverified
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark	Dec 15, 2024	Action Quality AssessmentComputational Efficiency	—Unverified
Fine-tuning Siamese Networks to Assess Sport Gestures Quality	Feb 27, 2020	Action Quality AssessmentTemporal Sequences	—Unverified
A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions	Feb 5, 2025	Action Quality AssessmentSurvey	—Unverified
IRIS: Interpretable Rubric-Informed Segmentation for Action Quality Assessment	Mar 16, 2023	Action Quality Assessment	—Unverified
An X3D Neural Network Analysis for Runner's Performance Assessment in a Wild Sporting Environment	Jul 22, 2023	Action Quality AssessmentAction Recognition	—Unverified
A Survey of Video-based Action Quality Assessment	Apr 20, 2022	Action Quality AssessmentAction Recognition	—Unverified
PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction	May 26, 2025	Action Quality AssessmentAction Recognition	CodeCode Available
Action Quality Assessment Across Multiple Actions	Dec 15, 2018	Action Quality AssessmentTransfer Learning	CodeCode Available
Improving Action Quality Assessment using Weighted Aggregation	Feb 21, 2021	Action Quality Assessment	CodeCode Available
Learning To Score Olympic Events	Nov 16, 2016	Action Quality AssessmentAction Recognition	CodeCode Available
Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive Regression	Jan 7, 2025	Action Quality AssessmentContrastive Learning	CodeCode Available
A Deep Learning Framework for Assessing Physical Rehabilitation Exercises	Jan 29, 2019	Action Quality AssessmentDeep Learning	CodeCode Available
Video-based surgical skill assessment using 3D convolutional neural networks	Mar 6, 2019	Action Quality AssessmentSurgical Skills Evaluation	CodeCode Available
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment	Mar 7, 2024	Action Quality Assessment	CodeCode Available
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment	Mar 31, 2025	Action Quality AssessmentGraph Attention	CodeCode Available
Multi-Stage Contrastive Regression for Action Quality Assessment	Jan 5, 2024	Action Quality AssessmentContrastive Learning	CodeCode Available
Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure Skating	Jul 6, 2023	Action AnalysisAction Quality Assessment	CodeCode Available

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All datasets MTL-AQA AQA-7 JIGSAWS FineDiving EgoExoLearn Rhythmic Gymnastic KIMORE UI-PRMD

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RICA^2 (Deterministic)	Spearman Correlation	96.2	—	Unverified
2	NeuroSymbolic-AQA	Spearman Correlation	96.1	—	Unverified
3	RICA^2	Spearman Correlation	95.94	—	Unverified
4	DAE-CoRe	Spearman Correlation	95.89	—	Unverified
5	FineParser	Spearman Correlation	95.85	—	Unverified
6	CoRe(w/ DD)	Spearman Correlation	95.12	—	Unverified
7	DAE-MT	Spearman Correlation	94.52	—	Unverified
8	I3D+MLP(w/ DD)	Spearman Correlation	93.81	—	Unverified
9	CoRe	Spearman Correlation	93.41	—	Unverified
10	ResNet34-(2+1)D-WD	Spearman Correlation	93.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DAE-CoRe	Spearman Correlation	85.2	—	Unverified
2	CoRe	Spearman Correlation	84.01	—	Unverified
3	DAE-MLP	Spearman Correlation	82.58	—	Unverified
4	USDL	Spearman Correlation	81.02	—	Unverified
5	I3D+MLP	Spearman Correlation	76.01	—	Unverified
6	I3D+MLP	Spearman Correlation	74.72	—	Unverified
7	Single-Action C3D-SVR	Spearman Correlation	69.37	—	Unverified
8	All-Action C3D-LSTM	Spearman Correlation	64.78	—	Unverified
9	Single-Action C3D-LSTM	Spearman Correlation	61.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RICA^2	Spearman Correlation	0.92	—	Unverified
2	RICA^2 (Deterministic)	Spearman Correlation	0.9	—	Unverified
3	DAE-CoRe	Spearman Correlation	0.86	—	Unverified
4	DAE-MT	Spearman Correlation	0.76	—	Unverified
5	DAE-MLP	Spearman Correlation	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NeuroSymbolic-AQA	Spearman Correlation	0.96	—	Unverified
2	FineParser	Spearman Correlation	0.94	—	Unverified
3	RICA^2 (Deterministic)	Spearman Correlation	0.94	—	Unverified
4	RICA^2	Spearman Correlation	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RAAN+TL+Gaze	Accuracy	81.27	—	Unverified
2	RAAN+TL	Accuracy	79.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GDLT	Spearman Correlation	76.5	—	Unverified
2	ACTION-NET	Spearman Correlation	62.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Spatio-Temporal Model	Average mean absolute error	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Spatio-Temporal Model	Average mean absolute error	0.03	—	Unverified