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 … Kanglei Zhou, Ruizhi Cai, Liyuan Wang, Hubert P. H. Shum, Xiaohui Liang Posted May 4, 2026 Journal Article PR IF 7.5 (Q1) CCF B Cite PDF Project GitHub arXiv 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 … Hongwei Yan, Kanglei Zhou, Yuchen Liu, Qingyu Shi, Yi Zhong, Liyuan Wang Posted May 1, 2026 Conference Paper ICML Core A* CCF A Cite 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 … Kanglei Zhou, Chang Li, Qingyi Pan, Liyuan Wang Posted Feb 21, 2026 Conference Paper CVPR Core A* CCF A Cite PDF GitHub arXiv 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, … Ruisheng Han, Kanglei Zhou, Shuang Chen, Amir Atapour-Abarghouei, Hubert P. H. Shum Posted Jan 15, 2026 Conference Paper WACV Core A Cite PDF arXiv GitHub 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 … Kanglei Zhou, Hubert P. H. Shum, Frederick W. B. Li, Xingxing Zhang, Xiaohui Liang Posted May 27, 2025 Journal Article IEEE TIP IF 10.8 (Q1) CCF A Cite PDF DOI GitHub arXiv 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 … Ruisheng Han, Kanglei Zhou, Amir Atapour-Abarghouei, Xiaohui Liang, Hubert P. H. Shum Posted Jun 15, 2025 Conference Paper CVPRW Cite PDF arXiv GitHub 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 … Kanglei Zhou, Qingyi Pan, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Xiaohui Liang, Liyuan Wang Posted Jan 1, 2025 Preprint / Working Paper arXiv Cite PDF GitHub arXiv 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 … Kanglei Zhou, Junlin Li, Ruizhi Cai, Liyuan Wang, Xinxing Zhang, Xiaohui Liang Posted Apr 18, 2024 Conference Paper IJCAI Core A* CCF A Cite PDF DOI GitHub arXiv 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) … Kanglei Zhou, Liyuan Wang, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Jianguo Li, Xiaohui Liang Posted Jul 1, 2024 Conference Paper ECCV Core A* CCF B Cite PDF Poster Slides DOI GitHub arXiv Oral Presentation (~2.3%) 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 … Kanglei Zhou, Ruizhi Cai, Yue Ma, Qingqing Tan, Xinning Wang, Jianguo Li, Hubert P. H. Shum, Frederick W. B. Li, Song Jin, Xiaohui Liang Posted May 11, 2023 Journal Article IEEE VR - TVCG Core A* CCF A Cite PDF DOI Bilibili Oral Presentation (~10% for TVCG) 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 … Kanglei Zhou, Yue Ma, Hubert P. H. Shum, Xiaohui Liang Posted Jun 1, 2023 Journal Article TCSVT IF 8.3 (Q1) CCF B Cite PDF DOI GitHub