论文标题
体育中计算机视觉的全面综述:开放问题,未来趋势和研究方向
A Comprehensive Review of Computer Vision in Sports: Open Issues, Future Trends and Research Directions
论文作者
论文摘要
体育和计算机视觉技术视频分析的最新发展已取得了重大改进,以实现各种关键操作。为了提供增强的信息,例如足球,篮球,板球,羽毛球等体育中的详细复杂分析,研究主要集中在用于执行不同任务的计算机视觉技术上。本文对体育视频分析进行了全面的评论,用于各种应用高级分析,例如对运动员的检测和分类,在体育中跟踪球员或球,并预测球员或球的轨迹,认识到团队策略,对体育中的各种活动进行分类。该论文进一步讨论了与体育有关的各种特定于应用程序的任务以及目前的研究人员对它们的看法。由于体育中有广泛的研究范围,用于在各种运动中部署计算机视觉技术,因此提供了一些与特定运动有关的公开数据集。这项工作回顾了有关体育愿景,基于GPU的工作站和嵌入式平台的一些人工智能(AI)应用的详细讨论。最后,本综述确定了体育视觉识别领域的研究方向,可能的挑战和未来趋势。
Recent developments in video analysis of sports and computer vision techniques have achieved significant improvements to enable a variety of critical operations. To provide enhanced information, such as detailed complex analysis in sports like soccer, basketball, cricket, badminton, etc., studies have focused mainly on computer vision techniques employed to carry out different tasks. This paper presents a comprehensive review of sports video analysis for various applications high-level analysis such as detection and classification of players, tracking player or ball in sports and predicting the trajectories of player or ball, recognizing the teams strategies, classifying various events in sports. The paper further discusses published works in a variety of application-specific tasks related to sports and the present researchers views regarding them. Since there is a wide research scope in sports for deploying computer vision techniques in various sports, some of the publicly available datasets related to a particular sport have been provided. This work reviews a detailed discussion on some of the artificial intelligence(AI)applications in sports vision, GPU-based work stations, and embedded platforms. Finally, this review identifies the research directions, probable challenges, and future trends in the area of visual recognition in sports.