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Action Quality Assessment Across Multiple Actions

arXiv 1812.06367 ↗First posted 15 Dec 2018cs.CVcited by 78

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Abstract (arXiv)

Can learning to measure the quality of an action help in measuring the quality of other actions? If so, can consolidated samples from multiple actions help improve the performance of current approaches? In this paper, we carry out experiments to see if knowledge transfer is possible in the action quality assessment (AQA) setting. Experiments are carried out on our newly released AQA dataset (http://rtis.oit.unlv.edu/datasets.html) consisting of 1106 action samples from seven actions with quality scores as measured by expert human judges. Our experimental results show that there is utility in learning a single model across multiple actions.

Key facts. Cited by 78 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Dec 2018.

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Citing papers per year: 2021: 11; 2022: 16; 2023: 14; 2024: 15; 2025: 12; 2026: 10.

78 papers.

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  1. 2023Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectivescited by 477
  2. 2022Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activitiescited by 284
  3. 2022FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessmentcited by 106
  4. 2021Group-aware Contrastive Regression for Action Quality Assessmentcited by 75
  5. 2024MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Modelscited by 61
  6. 2021Towards Unified Surgical Skill Assessmentcited by 49
  7. 2024Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional Sportscited by 41
  8. 2021SportsCap: Monocular 3D Human Motion Capture and Fine-grained Understanding in Challenging Sports Videoscited by 40
  9. 2022TSA-Net: Tube Self-Attention Network for Action Quality Assessmentcited by 36
  10. 2024EgoExo-Fitness: Towards Egocentric and Exocentric Full-Body Action Understandingcited by 35
  11. 2022Action Quality Assessment with Temporal Parsing Transformercited by 31
  12. 2024LOGO: A Long-Form Video Dataset for Group Action Quality Assessmentcited by 30
38 more
  1. 2024GAIA: Rethinking Action Quality Assessment for AI-Generated Videoscited by 30
  2. 2022A Survey on Video Action Recognition in Sports: Datasets, Methods and Applicationscited by 27
  3. 2022Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessmentcited by 25
  4. 2024FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessmentcited by 24
  5. 2025Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive Regressioncited by 21
  6. 2022Skating-Mixer: Long-Term Sport Audio-Visual Modeling with MLPscited by 20
  7. 2024A Comprehensive Survey of Action Quality Assessment: Method and Benchmarkcited by 20
  8. 2023PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessmentcited by 19
  9. 2024Narrative Action Evaluation with Prompt-Guided Multimodal Interactioncited by 19
  10. 2021Auto-Encoding Score Distribution Regression for Action Quality Assessmentcited by 18
  11. 2021Piano Skills Assessmentcited by 16
  12. 2022A Survey of Video-based Action Quality Assessmentcited by 14
  13. 2024Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessmentcited by 14
  14. 2022Surgical Skill Assessment via Video Semantic Aggregationcited by 13
  15. 2025Explainable Action Form Assessment by Exploiting Multimodal Chain-of-Thoughts Reasoningcited by 13
  16. 2023Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modelingcited by 12
  17. 2023A Survey of Deep Learning in Sports Applications: Perception, Comprehension, and Decisioncited by 11
  18. 2025PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instructioncited by 10
  19. 2023Learning Sparse Temporal Video Mapping for Action Quality Assessment in Floor Gymnasticscited by 9
  20. 2023IRIS: Interpretable Rubric-Informed Segmentation for Action Quality Assessmentcited by 9
  21. 2022Uncertainty-Driven Action Quality Assessmentcited by 7
  22. 2024Interpretable Long-term Action Quality Assessmentcited by 7
  23. 20243D Pose-Based Temporal Action Segmentation for Figure Skating: A Fine-Grained and Jump Procedure-Aware Annotation Approachcited by 7
  24. 2025A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directionscited by 7
  25. 2022Towards cumulative race time regression in sports: I3D ConvNet transfer learning in ultra-distance running eventscited by 6
  26. 2024TechCoach: Towards Technical-Point-Aware Descriptive Action Coachingcited by 6
  27. 2024Are you Struggling? Dataset and Baselines for Struggle Determination in Assembly Videoscited by 5
  28. 2021Win-Fail Action Recognitioncited by 4
  29. 2021Improving Action Quality Assessment using Weighted Aggregationcited by 4
  30. 2023CPR-Coach: Recognizing Composite Error Actions based on Single-class Trainingcited by 4
  31. 2025Learning Skill-Attributes for Transferable Assessment in Videocited by 4
  32. 2023Fine-grained Action Analysis: A Multi-modality and Multi-task Dataset of Figure Skatingcited by 3
  33. 2023Classifying Soccer Ball-on-Goal Position Through Kicker Shooting Actioncited by 3
  34. 2025EvoStruggle: A Dataset Capturing the Evolution of Struggle across Activities and Skill Levelscited by 3
  35. 2026MVPBench: A Multi-Video Perception Evaluation Benchmark for Multi-Modal Video Understandingcited by 3
  36. 2021Will You Ever Become Popular? Learning to Predict Virality of Dance Clipscited by 2
  37. 2023QAFE-Net: Quality Assessment of Facial Expressions with Landmark Heatmapscited by 2
  38. 2024Learning to Visually Connect Actions and their Effectscited by 2

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