SOTAVerified

Action Quality Assessment

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 52 papers

TitleStatusHype
PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical InstructionCode0
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality AssessmentCode0
A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions—0
Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive RegressionCode0
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark—0
Unlabeled Action Quality Assessment Based on Multi-dimensional Adaptive Constrained Dynamic Time Warping—0
Interpretable Long-term Action Quality AssessmentCode1
RICA2: Rubric-Informed, Calibrated Assessment of ActionsCode1
Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment—0
Video-STaR: Self-Training Enables Video Instruction Tuning with Any SupervisionCode2
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All datasetsMTL-AQAAQA-7JIGSAWSFineDivingEgoExoLearnRhythmic GymnasticKIMOREUI-PRMD

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RICA^2 (Deterministic)Spearman Correlation96.2—Unverified
2NeuroSymbolic-AQASpearman Correlation96.1—Unverified
3RICA^2Spearman Correlation95.94—Unverified
4DAE-CoReSpearman Correlation95.89—Unverified
5FineParserSpearman Correlation95.85—Unverified
6CoRe(w/ DD)Spearman Correlation95.12—Unverified
7DAE-MTSpearman Correlation94.52—Unverified
8I3D+MLP(w/ DD)Spearman Correlation93.81—Unverified
9CoReSpearman Correlation93.41—Unverified
10ResNet34-(2+1)D-WDSpearman Correlation93.15—Unverified