mlsanityData to 7 Oct 2026

Learning to score the figure skating sports videos

arXiv 1802.02774 ↗First posted 8 Feb 2018cs.MM cs.CVcited by 72

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Abstract (arXiv)

This paper targets at learning to score the figure skating sports videos. To address this task, we propose a deep architecture that includes two complementary components, i.e., Self-Attentive LSTM and Multi-scale Convolutional Skip LSTM. These two components can efficiently learn the local and global sequential information in each video. Furthermore, we present a large-scale figure skating sports video dataset -- FisV dataset. This dataset includes 500 figure skating videos with the average length of 2 minutes and 50 seconds. Each video is annotated by two scores of nine different referees, i.e., Total Element Score(TES) and Total Program Component Score (PCS). Our proposed model is validated on FisV and MIT-skate datasets. The experimental results show the effectiveness of our models in learning to score the figure skating videos.

Key facts. Cited by 72 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Feb 2018.

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Citing papers per year: 2021: 7; 2022: 17; 2023: 11; 2024: 11; 2025: 18; 2026: 8.

72 papers.

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  1. 2022FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessmentcited by 106
  2. 2021Group-aware Contrastive Regression for Action Quality Assessmentcited by 75
  3. 2021Towards Unified Surgical Skill Assessmentcited by 49
  4. 2022TSA-Net: Tube Self-Attention Network for Action Quality Assessmentcited by 36
  5. 2024EgoExo-Fitness: Towards Egocentric and Exocentric Full-Body Action Understandingcited by 35
  6. 2022Action Quality Assessment with Temporal Parsing Transformercited by 31
  7. 2024LOGO: A Long-Form Video Dataset for Group Action Quality Assessmentcited by 30
  8. 2024GAIA: Rethinking Action Quality Assessment for AI-Generated Videoscited by 30
  9. 2022A Survey on Video Action Recognition in Sports: Datasets, Methods and Applicationscited by 27
  10. 2022Domain Knowledge-Informed Self-Supervised Representations for Workout Form Assessmentcited by 25
  11. 2024FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessmentcited by 24
  12. 2025Action Quality Assessment via Hierarchical Pose-guided Multi-stage Contrastive Regressioncited by 21
38 more
  1. 2022Skating-Mixer: Long-Term Sport Audio-Visual Modeling with MLPscited by 20
  2. 2024Multimodal Action Quality Assessmentcited by 20
  3. 2024A Comprehensive Survey of Action Quality Assessment: Method and Benchmarkcited by 20
  4. 2023PECoP: Parameter Efficient Continual Pretraining for Action Quality Assessmentcited by 19
  5. 2023Long-Term Rhythmic Video Soundtrackercited by 17
  6. 2024ExpertAF: Expert Actionable Feedback from Videocited by 17
  7. 2025BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimationcited by 17
  8. 2021Piano Skills Assessmentcited by 16
  9. 2022A Survey of Video-based Action Quality Assessmentcited by 14
  10. 2024Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessmentcited by 14
  11. 2024RICA2: Rubric-Informed, Calibrated Assessment of Actionscited by 13
  12. 2023Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modelingcited by 12
  13. 2023A Survey of Deep Learning in Sports Applications: Perception, Comprehension, and Decisioncited by 11
  14. 2025PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instructioncited by 10
  15. 2023Learning Sparse Temporal Video Mapping for Action Quality Assessment in Floor Gymnasticscited by 9
  16. 2023IRIS: Interpretable Rubric-Informed Segmentation for Action Quality Assessmentcited by 9
  17. 2025Bridging Perspectives: A Survey on Cross-view Collaborative Intelligence with Egocentric-Exocentric Visioncited by 8
  18. 2024Interpretable Long-term Action Quality Assessmentcited by 7
  19. 20243D Pose-Based Temporal Action Segmentation for Figure Skating: A Fine-Grained and Jump Procedure-Aware Annotation Approachcited by 7
  20. 2025A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directionscited by 7
  21. 2025MCMoE: Completing Missing Modalities with Mixture of Experts for Incomplete Multimodal Action Quality Assessmentcited by 7
  22. 2022Towards cumulative race time regression in sports: I3D ConvNet transfer learning in ultra-distance running eventscited by 6
  23. 2025FSBench: A Figure Skating Benchmark for Advancing Artistic Sports Understandingcited by 6
  24. 2022Representing Spatial Trajectories as Distributionscited by 5
  25. 2021Win-Fail Action Recognitioncited by 4
  26. 2022Slow Motion Matters: A Slow Motion Enhanced Network for Weakly Supervised Temporal Action Localizationcited by 4
  27. 2023CPR-Coach: Recognizing Composite Error Actions based on Single-class Trainingcited by 4
  28. 2025A Comprehensive Survey on Generative AI for Video-to-Music Generationcited by 4
  29. 2025Vision-to-Music Generation: A Surveycited by 4
  30. 2025A Survey on Music Generation from Single-Modal, Cross-Modal, and Multi-Modal Perspectivescited by 4
  31. 2025SkillSight: Efficient First-Person Skill Assessment with Gazecited by 4
  32. 2023Classifying Soccer Ball-on-Goal Position Through Kicker Shooting Actioncited by 3
  33. 2025FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessmentcited by 3
  34. 2022Hand Hygiene Assessment via Joint Step Segmentation and Key Action Scorercited by 2
  35. 2025Attention-Driven Multimodal Alignment for Long-term Action Quality Assessmentcited by 2
  36. 2025Learning Long-Range Action Representation by Two-Stream Mamba Pyramid Network for Figure Skating Assessmentcited by 2
  37. 2022Decontextualized I3D ConvNet for ultra-distance runners performance analysis at a glancecited by 1
  38. 2022Automatic detection of faults in race walking from a smartphone camera: a comparison of an Olympic medalist and university athletescited by 1

50 most cited of 72 All 72 (JSON)