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基于人工智能的乒乓球比赛视频技战术分析方法研究与应用

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乒乓球项目对比赛视频进行技战术分析基本依赖于人工审阅,代价大且效率低。为了提升乒乓球技战术统计方法的效率和全面性,引进入工智能技术对比赛视频实现自动解译,提取更丰富的技战术分析要素,并首次提出了一种面向过程的乒乓球技战术分析方法。同时,以孙颖莎的3场比赛为例,从正反手击球质量、转换速度、得分率及得分效率4个方面分析得出了孙颖莎在3年间的技战术变化,从而验证了人工智能解译方法和面向过程的技战术统计方法的有效性和全面性。
Research and Application of Artificial Intelligence-Based Technique and Tactics Analysis Method for Table Tennis Match
The technique and tactics analysis of table tennis match videos has been primarily conducted by researchers'manual work,which is costly and inefficient.In order to improve the efficiency and effectiveness of the table tennis techniques and tactics analysis,this study introduced artificial intelligence to interpret the competition video to retrieve techniques and tactics factors automatically,extract richer technique and tactics analysis elements,and propose a process-oriented table tennis technique and tactics analysis method for the first time.Taking Sun Yingsha's three matches as examples,this study analyzed Sun Yingsha's technique and tactics changes over three years from four aspects:the quality of forehand and backhand shots,conversion speed,scoring rate,and scoring efficiency.The analysis verified the effectiveness and comprehensiveness of the artificial intelligence interpretation method and the process-oriented technique and tactics statistical method proposed in this study.

table tennisartificial intelligencetechnique and tactics analysisvideo interpretation

于洋、金泽辰、邱薪竹

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北京体育大学竞技体育学院,北京 100084

北京邮电大学人工智能学院,北京 100876

乒乓球 人工智能 技战术分析 视频解译

2024

北京体育大学学报
北京体育大学

北京体育大学学报

CSTPCDCSSCICHSSCD北大核心
影响因子:1.798
ISSN:1007-3612
年,卷(期):2024.47(5)