SOTAVerified

Action Quality Assessment

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 52 papers

TitleStatusHype
EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real WorldCode2
Video-STaR: Self-Training Enables Video Instruction Tuning with Any SupervisionCode2
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality AssessmentCode2
What and How Well You Performed? A Multitask Learning Approach to Action Quality AssessmentCode1
Action Quality Assessment with Temporal Parsing TransformerCode1
Auto-Encoding Score Distribution Regression for Action Quality AssessmentCode1
CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction AlignmentCode1
Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution ModelingCode1
Domain Knowledge-Informed Self-Supervised Representations for Workout Form AssessmentCode1
FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality AssessmentCode1
FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality AssessmentCode1
GAIA: Rethinking Action Quality Assessment for AI-Generated VideosCode1
Group-aware Contrastive Regression for Action Quality AssessmentCode1
Hybrid Dynamic-static Context-aware Attention Network for Action Assessment in Long VideosCode1
Interpretable Long-term Action Quality AssessmentCode1
LOGO: A Long-Form Video Dataset for Group Action Quality AssessmentCode1
MMASD: A Multimodal Dataset for Autism Intervention AnalysisCode1
Multimodal Action Quality AssessmentCode1
Narrative Action Evaluation with Prompt-Guided Multimodal InteractionCode1
Piano Skills AssessmentCode1
QAFE-Net: Quality Assessment of Facial Expressions with Landmark HeatmapsCode1
RICA2: Rubric-Informed, Calibrated Assessment of ActionsCode1
TSA-Net: Tube Self-Attention Network for Action Quality AssessmentCode1
Uncertainty-aware Score Distribution Learning for Action Quality AssessmentCode1
Learning Sparse Temporal Video Mapping for Action Quality Assessment in Floor Gymnastics—0
Uncertainty-Driven Action Quality Assessment—0
Collaborative Weakly Supervised Video Correlation Learning for Procedure-Aware Instructional Video Analysis—0
Semi-Supervised Teacher-Reference-Student Architecture for Action Quality Assessment—0
Action Assessment by Joint Relation Graphs—0
Action Quality Assessment using Siamese Network-Based Deep Metric Learning—0
Action Quality Assessment using Transformers—0
Unlabeled Action Quality Assessment Based on Multi-dimensional Adaptive Constrained Dynamic Time Warping—0
Likert Scoring With Grade Decoupling for Long-Term Action Assessment—0
A Comprehensive Survey of Action Quality Assessment: Method and Benchmark—0
Fine-tuning Siamese Networks to Assess Sport Gestures Quality—0
A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions—0
IRIS: Interpretable Rubric-Informed Segmentation for Action Quality Assessment—0
An X3D Neural Network Analysis for Runner's Performance Assessment in a Wild Sporting Environment—0
A Survey of Video-based Action Quality Assessment—0
PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical InstructionCode0
Action Quality Assessment Across Multiple ActionsCode0
Improving Action Quality Assessment using Weighted AggregationCode0
Learning To Score Olympic EventsCode0
Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive RegressionCode0
A Deep Learning Framework for Assessing Physical Rehabilitation ExercisesCode0
Video-based surgical skill assessment using 3D convolutional neural networksCode0
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality AssessmentCode0
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality AssessmentCode0
Multi-Stage Contrastive Regression for Action Quality AssessmentCode0
Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure SkatingCode0
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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
#ModelMetricClaimedVerifiedStatus
1DAE-CoReSpearman Correlation85.2—Unverified
2CoReSpearman Correlation84.01—Unverified
3DAE-MLPSpearman Correlation82.58—Unverified
4USDLSpearman Correlation81.02—Unverified
5I3D+MLPSpearman Correlation76.01—Unverified
6I3D+MLPSpearman Correlation74.72—Unverified
7Single-Action C3D-SVRSpearman Correlation69.37—Unverified
8All-Action C3D-LSTMSpearman Correlation64.78—Unverified
9Single-Action C3D-LSTMSpearman Correlation61.65—Unverified
#ModelMetricClaimedVerifiedStatus
1RICA^2Spearman Correlation0.92—Unverified
2RICA^2 (Deterministic)Spearman Correlation0.9—Unverified
3DAE-CoReSpearman Correlation0.86—Unverified
4DAE-MTSpearman Correlation0.76—Unverified
5DAE-MLPSpearman Correlation0.72—Unverified
#ModelMetricClaimedVerifiedStatus
1NeuroSymbolic-AQASpearman Correlation0.96—Unverified
2FineParserSpearman Correlation0.94—Unverified
3RICA^2 (Deterministic)Spearman Correlation0.94—Unverified
4RICA^2Spearman Correlation0.94—Unverified
#ModelMetricClaimedVerifiedStatus
1RAAN+TL+GazeAccuracy81.27—Unverified
2RAAN+TLAccuracy79.88—Unverified
#ModelMetricClaimedVerifiedStatus
1GDLTSpearman Correlation76.5—Unverified
2ACTION-NETSpearman Correlation62.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Spatio-Temporal ModelAverage mean absolute error0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1Spatio-Temporal ModelAverage mean absolute error0.03—Unverified