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Sports analysis requires processing large amounts of data, which is time-consuming and costly. Advancements in neural networks have significantly alleviated this burden, enabling highly accurate ball tracking in sports broadcasts. However,…

计算机视觉与模式识别 · 计算机科学 2025-06-26 Thomas Gossard , Andreas Ziegler , Andreas Zell

Badminton, known for having the fastest ball speeds among all sports, presents significant challenges to the field of computer vision, including player identification, court line detection, shuttlecock trajectory tracking, and player…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Jing-Yuan Chang

Computer vision based object tracking has been used to annotate and augment sports video. For sports learning and training, video replay is often used in post-match review and training review for tactical analysis and movement analysis. For…

Sound can complement vision in ball sports by providing subtle cues about contact dynamics. In table tennis, the brief, high-frequency sounds produced during racket-ball impacts carry information about the racket type, the surface…

声音 · 计算机科学 2025-09-22 Thomas Gossard , Julian Schmalzl , Andreas Ziegler , Andreas Zell

Video analysis in tackle-collision based sports is highly subjective and exposed to bias, which is inherent in human observation, especially under time constraints. This limitation of match analysis in tackle-collision based sports can be…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Zubair Martin , Amir Patel , Sharief Hendricks

Ball recognition and tracking have traditionally been the main focus of computer vision researchers as a crucial component of sports video analysis. The difficulties, such as the small ball size, blurry appearance, quick movements, and so…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Xinyu Wang , Jianwei Li

In racket sports, such as tennis, locating the ball's position at impact is important in clarifying player and equipment characteristics, thereby aiding in personalized equipment design. High-speed cameras are used to measure the impact…

计算机视觉与模式识别 · 计算机科学 2025-06-11 Yuto Kase , Kai Ishibe , Ryoma Yasuda , Yudai Washida , Sakiko Hashimoto

Wearables like smartwatches which are embedded with sensors and powerful processors, provide a strong platform for development of analytics solutions in sports domain. To analyze players' games, while motion sensor based shot detection has…

机器学习 · 计算机科学 2018-05-16 Manish Sharma , Akash Anand , Rupika Srivastava , Lakshmi Kaligounder

Recent advances in deep learning have led to more studies to enhance golfers' shot precision. However, these existing studies have not quantitatively established the relationship between swing posture and ball trajectory, limiting their…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Seunghyeon Jung , Seoyoung Hong , Jiwoo Jeong , Seungwon Jeong , Jaerim Choi , Hoki Kim , Woojin Lee

We introduce TTSWING, a novel dataset designed for table tennis swing analysis. This dataset comprises comprehensive swing information obtained through 9-axis sensors integrated into custom-made racket grips, accompanied by anonymized…

机器学习 · 计算机科学 2023-07-03 Che-Yu Chou , Zheng-Hao Chen , Yung-Hoh Sheu , Hung-Hsuan Chen , Sheng K. Wu

Structured tables are essential for conveying high-density information in professional domains such as finance, healthcare, and scientific research. Despite the progress in Multimodal Large Language Models (MLLMs), reasoning performance…

人工智能 · 计算机科学 2026-04-07 Xiaoyu Chen , Lu Dai , Hanqing Wang , Zhuoyu Li , Wenbin Dai , Yanzong Zheng , Zhenggang Xia , Junyong Lin , Hui Xiong

Multi-object tracking in sports scenes plays a critical role in gathering players statistics, supporting further analysis, such as automatic tactical analysis. Yet existing MOT benchmarks cast little attention on the domain, limiting its…

计算机视觉与模式识别 · 计算机科学 2023-04-14 Yutao Cui , Chenkai Zeng , Xiaoyu Zhao , Yichun Yang , Gangshan Wu , Limin Wang

Accurately localizing objects in three dimensions (3D) is crucial for various computer vision applications, such as robotics, autonomous driving, and augmented reality. This task finds another important application in sports analytics and,…

计算机视觉与模式识别 · 计算机科学 2023-09-08 Marcello Davide Caio , Gabriel Van Zandycke , Christophe De Vleeschouwer

The SportsMOT dataset aims to solve multiple object tracking of athletes in different sports scenes such as basketball or soccer. The dataset is challenging because of the unstable camera view, athletes' complex trajectory, and complicated…

计算机视觉与模式识别 · 计算机科学 2023-02-16 Jie Wang , Yuzhou Peng , Xiaodong Yang , Ting Wang , Yanming Zhang

Ball trajectory data are one of the most fundamental and useful information in the evaluation of players' performance and analysis of game strategies. Although vision-based object tracking techniques have been developed to analyze sport…

机器学习 · 计算机科学 2019-07-09 Yu-Chuan Huang , I-No Liao , Ching-Hsuan Chen , Tsì-Uí İk , Wen-Chih Peng

Modeling each hit as a multivariate event in racket sports and conducting sequential analysis aids in assessing player/team performance and identifying successful tactics for coaches and analysts. However, the complex correlations among…

数据库 · 计算机科学 2023-07-27 Jiang Wu , Dongyu Liu , Ziyang Guo , Yingcai Wu

Trajectory estimation is a fundamental component of racket sport analytics, as the trajectory contains information not only about the winning and losing of each point, but also how it was won or lost. In sports such as badminton, players…

计算机视觉与模式识别 · 计算机科学 2022-05-19 Paul Liu , Jui-Hsien Wang

Marksmanship practices are required in various professions, including police, military personnel, hunters, as well as sports shooters, such as Olympic shooting, biathlon, and modern pentathlon. The current form of training and coaching is…

人机交互 · 计算机科学 2025-07-02 Emin Zerman , Jonas Carlsson , Mårten Sjöström

Human pose estimation has made significant advancement in recent years. However, the existing datasets are limited in their coverage of pose variety. In this paper, we introduce a novel benchmark FollowMeUp Sports that makes an important…

计算机视觉与模式识别 · 计算机科学 2019-11-20 Ying Huang , Bin Sun , Haipeng Kan , Jiankai Zhuang , Zengchang Qin

High-speed autonomous racing presents extreme perception challenges, including large relative velocities and substantial domain shifts from conventional urban-driving datasets. Existing benchmarks do not adequately capture these…

机器人学 · 计算机科学 2026-04-14 Zakhar Yagudin , Murad Mebrahtu , Ren Jin , Jiaqi Huang , Yujia Yue , Dzmitry Tsetserukou , Jorge Dias , Majid Khonji