Action Quality Assessment

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 52 papers

Title	Date	Tasks	Status	Hype	Score
EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World	Mar 24, 2024	Action AnticipationAction Quality Assessment	CodeCode Available	2	5
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment	Mar 20, 2024	Action Quality AssessmentAction Quality Assessment Report Generation	CodeCode Available	2	5
Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision	Jul 8, 2024	Action Quality AssessmentDescriptive	CodeCode Available	2	5
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment	Apr 8, 2019	Action ClassificationAction Quality Assessment	CodeCode Available	1	5
Uncertainty-aware Score Distribution Learning for Action Quality Assessment	Jun 13, 2020	Action Quality Assessment	CodeCode Available	1	5
Action Quality Assessment with Temporal Parsing Transformer	Jul 19, 2022	Action Quality AssessmentAction Understanding	CodeCode Available	1	5
RICA2: Rubric-Informed, Calibrated Assessment of Actions	Aug 4, 2024	Action Quality AssessmentPrediction	CodeCode Available	1	5
Multimodal Action Quality Assessment	Jan 31, 2024	Action Quality AssessmentDecoder	CodeCode Available	1	5
Piano Skills Assessment	Jan 13, 2021	Action Quality AssessmentAudio Classification	CodeCode Available	1	5
QAFE-Net: Quality Assessment of Facial Expressions with Landmark Heatmaps	Dec 1, 2023	Action Quality AssessmentFacial Expression Recognition	CodeCode Available	1	5
MMASD: A Multimodal Dataset for Autism Intervention Analysis	Jun 14, 2023	Action Quality AssessmentOptical Flow Estimation	CodeCode Available	1	5
CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment	Apr 22, 2024	Action Quality AssessmentAction Recognition	CodeCode Available	1	5
Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessment	Feb 28, 2022	3D Action RecognitionAction Analysis	CodeCode Available	1	5
Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling	Sep 29, 2023	Action AssessmentAction Quality Assessment	CodeCode Available	1	5
Narrative Action Evaluation with Prompt-Guided Multimodal Interaction	Apr 22, 2024	Action Quality Assessmentmultimodal interaction	CodeCode Available	1	5
TSA-Net: Tube Self-Attention Network for Action Quality Assessment	Jan 11, 2022	Action AssessmentAction Quality Assessment	CodeCode Available	1	5
Hybrid Dynamic-static Context-aware Attention Network for Action Assessment in Long Videos	Aug 13, 2020	Action AssessmentAction Quality Assessment	CodeCode Available	1	5
FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment	Apr 7, 2022	Action Quality Assessment	CodeCode Available	1	5
LOGO: A Long-Form Video Dataset for Group Action Quality Assessment	Apr 7, 2024	Action Quality AssessmentAction Segmentation	CodeCode Available	1	5
FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment	May 11, 2024	Action Quality AssessmentAction Understanding	CodeCode Available	1	5
Interpretable Long-term Action Quality Assessment	Aug 21, 2024	Action Quality AssessmentDiversity	CodeCode Available	1	5
GAIA: Rethinking Action Quality Assessment for AI-Generated Videos	Jun 10, 2024	Action Quality Assessment	CodeCode Available	1	5
Group-aware Contrastive Regression for Action Quality Assessment	Aug 17, 2021	Action Quality Assessmentregression	CodeCode Available	1	5
Auto-Encoding Score Distribution Regression for Action Quality Assessment	Nov 22, 2021	Action Quality Assessmentregression	CodeCode Available	1	5
Action Quality Assessment Across Multiple Actions	Dec 15, 2018	Action Quality AssessmentTransfer Learning	CodeCode Available	0	5

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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