Action Quality Assessment

2026

A Comprehensive Survey of Action Quality Assessment: Method and Benchmark
Action Quality Assessment (AQA) aims to automatically evaluate how well human actions are performed and has been widely applied in …
CE4L: Continual Ego, Exo, and Ego-Exo Learning
Perception for embodied agents is video-based, often multi-view (ego, exo, or both), and inherently continual, with simultaneous task …
BriMA: Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment
Action Quality Assessment (AQA) aims to score how well an action is performed and is widely used in sports analysis, rehabilitation …
CaFlow: Enhancing Long-Term Action Quality Assessment with Causal Counterfactual Flow
Action Quality Assessment (AQA) predicts fine-grained execution scores from action videos and is widely applied in sports, …

2025

PHI: Bridging Domain Shift in Long-Term Action Quality Assessment via Progressive Hierarchical Instruction
Long-term Action Quality Assessment (AQA) aims to evaluate the quantitative performance of actions in long videos. However, existing …
FineCausal: A Causal-Based Framework for Interpretable Fine-Grained Action Quality Assessment
Action quality assessment (AQA) is critical for evaluating athletic performance, informing training strategies, and ensuring safety in …
Continual Action Quality Assessment via Adaptive Manifold-Aligned Graph Regularization
Action Quality Assessment (AQA) quantifies human actions in videos, supporting applications in sports scoring, rehabilitation, and …

2024

CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment
Action Quality Assessment (AQA) is pivotal for quantifying actions across domains like sports and medical care. Existing methods often …
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
Action Quality Assessment (AQA) evaluates diverse skills but models struggle with non-stationary data. We propose Continual AQA (CAQA) …

2023

A Video-Based Augmented Reality System for Human-in-the-Loop Muscle Strength Assessment of Juvenile Dermatomyositis
As the most common idiopathic inflammatory myopathy in children, juvenile dermatomyositis (JDM) is characterized by skin rashes and …
Hierarchical Graph Convolutional Networks for Action Quality Assessment
Action quality assessment (AQA) automatically evaluates how well humans perform actions in a given video, a technique widely used in …