3 papers
cs.CV2026
MyoMechanix: Biomechanically-Grounded Compositional Skilled Activity Understanding and Coaching
Hao Yin, Paritosh Parmar, Lijun Gu +6
Existing action quality assessment (AQA) datasets and methods rely primarily on visual inputs such as RGB and pose, overlooking physiological dynamics such as muscle mechanics and…
cs.CV2025
FLEX: A Largescale Multimodal, Multiview Dataset for Learning Structured Representations for Fitness Action Quality Assessment
Hao Yin, Lijun Gu, Paritosh Parmar +6
Action Quality Assessment (AQA) -- the task of quantifying how well an action is performed -- has great potential for detecting errors in gym weight training, where accurate feedba…
cs.AI2025
A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions
Hao Yin, Paritosh Parmar, Daoliang Xu +3
Action Quality Assessment (AQA) -- the ability to quantify the quality of human motion, actions, or skill levels and provide feedback -- has far-reaching implications in areas such…