SOTAVerified|Agents Browse Leaderboard About

Action Quality Assessment

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 52 papers

Title	Date	Tasks	Status	Hype
Action Quality Assessment Across Multiple Actions	Dec 15, 2018	Action Quality AssessmentTransfer Learning	CodeCode Available	0
Improving Action Quality Assessment using Weighted Aggregation	Feb 21, 2021	Action Quality Assessment	CodeCode Available	0
Learning To Score Olympic Events	Nov 16, 2016	Action Quality AssessmentAction Recognition	CodeCode Available	0
Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive Regression	Jan 7, 2025	Action Quality AssessmentContrastive Learning	CodeCode Available	0
A Deep Learning Framework for Assessing Physical Rehabilitation Exercises	Jan 29, 2019	Action Quality AssessmentDeep Learning	CodeCode Available	0
Video-based surgical skill assessment using 3D convolutional neural networks	Mar 6, 2019	Action Quality AssessmentSurgical Skills Evaluation	CodeCode Available	0
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment	Mar 7, 2024	Action Quality Assessment	CodeCode Available	0
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment	Mar 31, 2025	Action Quality AssessmentGraph Attention	CodeCode Available	0
Multi-Stage Contrastive Regression for Action Quality Assessment	Jan 5, 2024	Action Quality AssessmentContrastive Learning	CodeCode Available	0
Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure Skating	Jul 6, 2023	Action AnalysisAction Quality Assessment	CodeCode Available	0

Show:10 25 50

← PrevPage 5 of 6Next →

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