Action Quality Assessment
8개 벤치마크 · 논문 72편 · 이 태스크의 논문 보기 →
Benchmarks
MTL-AQA
AQA-7
JIGSAWS
FineDiving
EgoExoLearn
Rhythmic Gymnastic
KIMORE
UI-PRMD
Most implemented
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
TSA-Net: Tube Self-Attention Network for Action Quality Assessment
Hierarchical NeuroSymbolic Approach for Comprehensive and Explainable Action Quality Assessment
Auto-Encoding Score Distribution Regression for Action Quality Assessment
LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
Papers
MyoMechanix: Biomechanically-Grounded Compositional Skilled Activity Understanding and Coaching
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 often modeling actions as monolithic pat…
Action Quality AssessmentAction UnderstandingMoAKE: Toward Unified All-in-One Action Quality Assessment via Mixture of Action Knowledge Experts
Action Quality Assessment (AQA) aims to objectively evaluate performance quality from action videos. Most existing methods follow a ``one-by-one'' paradigm, training a separate model for each action type. This setting li…
Action Quality AssessmentTwo-Stage Multi-Modal Fusion with Adaptive Alignment for Action Quality Assessment
Action Quality Assessment (AQA) aims to evaluate how well a person performs a movement, which is essential in applications such as sports scoring, skill assessment, and healthcare. However, unimodal approaches often stru…
Action Quality AssessmentLatent Visual Diffusion Reasoning with Monte Carlo Tree Search
Analyzing fine-grained skill activities (e.g., sports, surgery) requires not only recognizing visual patterns but also performing step-by-step visual reasoning that leads to the final judgment. While recent advances in a…
Action Quality AssessmentVisual ReasoningCross-view Multimodal Vision-Based Assessment Framework for Traditional Chinese Medicine Rehabilitation Training
Vision-based assessment can provide convenient and cost-effective evaluation in Traditional Chinese Medicine (TCM) rehabilitation training, where action quality assessment (AQA) from computer vision offers a promising so…
Action Quality AssessmentMLCR: Multi-Level Cue Refinement for Long-Term Multimodal Action Quality Assessment
Long-term multimodal action quality assessment (AQA) evaluates action execution in several-minute audiovisual sequences by mining discriminative quality cues for score prediction. Existing multimodal methods usually mode…
Action Quality Assessment