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现代足球智能监控技术前沿与应用

Frontiers and Applications of AI-powered Modern Football Monitoring Technology
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摘要 现代足球智能监控技术利用计算机视觉技术和数据分析方法对赛场上的事件和数据进行监控和分析,以实现球队战术的优化、训练计划的整合以及球员比赛表现的评估等目标。相对于其他监控技术,智能监控技术对球员技术动作的干扰较小,具备更强的环境适应性。在单一事件(如控球和传球)的细粒度识别任务中,智能监控技术表现出较优越的性能。在全局技战术分析和球员表现评估任务中,智能监控技术展现出精确的数据挖掘能力和直观的可视化分析能力。此外,足球智能监控技术中的裁判辅助模块有助于构建更加客观和准确的判罚机制,维护竞技公平、优化足球比赛的观赏体验、促进裁判水平的提高。 Modern football intelligent monitoring technology utilizes computer vision and data analysis methods to monitor and analyze events and data on the field,aiming to optimize team tactics,integrate training plans,and evaluate players' performance.Compared to other monitoring technologies,intelligent monitoring technology minimizes interference with players' technical actions,exhibiting a greater adaptability to the environment.In finegrained recognition tasks of individual events such as ball control and passing,intelligent monitoring technology demonstrates superior performances;while in global tactical analysis and player performance evaluation,it showcases a precise data mining and intuitive visual analysis.Furthermore,the referee assistance module within football intelligent monitoring technology contributes to establishing a more objective and accurate refereeing mechanism,ensuring fairness in competition,enhancing the viewing experience of football matches,and fostering improvements in refereeing standards.
作者 所向 唐伟棣 李旭辉 李震 毛丽娟 SUO Xiang;TANG Weidi;LI Xuhui;LI Zhen;MAO Lijuan(School of Physical Education,Shanghai University of Sport,Shanghai 200438,China;School of Exercise and Health,Shanghai University of Sport,Shanghai 200438,China)
出处 《上海体育大学学报》 北大核心 2024年第4期37-48,共12页 Journal of Shanghai University of Sport
基金 国家自然科学基金项目(62077037) 上海体育大学研究生自主科研创新计划项目(YJSCX-2023-034)。
关键词 足球智能监控技术 计算机视觉 大数据分析 技战术分析 球员定量评估 裁判辅助系统 football intelligent monitoring technology computer vision big data analysis technical and tactical analysis player's quantitative evaluation referee assistance system
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