Continual Action Quality Assessment 2026 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 PDF Cite GitHub arXiv 2025 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 PDF GitHub arXiv 2024 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 PDF Cite Poster Slides DOI GitHub arXiv Oral Presentation (~2.3%)