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Sports professionals constantly under pressure to perform at the highest level can benefit from sports analysis, which allows coaches and players to reduce manual efforts and systematically evaluate their performance using automated tools.…

Computer Vision and Pattern Recognition · Computer Science 2023-08-03 Yu-Hang Chien , Fang Yu

Sports analysis and viewing play a pivotal role in the current sports domain, offering significant value not only to coaches and athletes but also to fans and the media. In recent years, the rapid development of virtual reality (VR) and…

Computer Vision and Pattern Recognition · Computer Science 2024-05-03 Wenxuan Guo , Zhiyu Pan , Ziheng Xi , Alapati Tuerxun , Jianjiang Feng , Jie Zhou

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…

Computer Vision and Pattern Recognition · Computer Science 2019-07-31 Tzu-Han Hsu , Ching-Hsuan Chen , Nyan Ping Ju , Tsì-Uí İk , Wen-Chih Peng , Chih-Chuan Wang , Yu-Shuen Wang , Yuan-Hsiang Lin , Yu-Chee Tseng , Jiun-Long Huang , Yu-Tai Ching

Sports video data is recorded for nearly every major tournament but remains archived and inaccessible to large scale data mining and analytics. It can only be viewed sequentially or manually tagged with higher-level labels which is time…

Computer Vision and Pattern Recognition · Computer Science 2017-12-27 Anurag Ghosh , Suriya Singh , C. V. Jawahar

In the competitive realm of sports, optimal performance necessitates rigorous management of nutrition and physical conditioning. Specifically, in badminton, the agility and precision required make it an ideal candidate for motion analysis…

Human-Computer Interaction · Computer Science 2024-03-15 Dhruv Toshniwal , Arpit Patil , Nancy Vachhani

Virtual Reality (VR) broadcasting has emerged as a promising medium for providing immersive viewing experiences of major sports events such as tennis. However, current VR broadcast systems often lack an effective camera language and do not…

Human-Computer Interaction · Computer Science 2025-11-21 Jun-Hsiang Yao , Jielin Feng , Xinfang Tian , Kai Xu , Gulshat Amirkhanova , Siming Chen

The application of visual tracking to the performance analysis of sports players in dynamic competitions is vital for effective coaching. In doubles matches, coordinated positioning is crucial for maintaining control of the court and…

Computer Vision and Pattern Recognition · Computer Science 2023-10-27 Ning Ding , Kazuya Takeda , Wenhui Jin , Yingjiu Bei , Keisuke Fujii

Analysis of player movements is a crucial subset of sports analysis. Existing player movement analysis methods use recorded videos after the match is over. In this work, we propose an end-to-end framework for player movement analysis for…

Computer Vision and Pattern Recognition · Computer Science 2023-08-24 Nitin Nilesh , Tushar Sharma , Anurag Ghosh , C. V. Jawahar

We present ShuttleEnv, an interactive and data-driven simulation environment for badminton, designed to support reinforcement learning and strategic behavior analysis in fast-paced adversarial sports. The environment is grounded in…

Artificial Intelligence · Computer Science 2026-03-19 Ang Li , Xinyang Gong , Bozhou Chen , Yunlong Lu , Jiaming Ji , Yongyi Wang , Yaodong Yang , Wenxin Li

In team-based invasion sports such as soccer and basketball, analytics is important for teams to understand their performance and for audiences to understand matches better. The present work focuses on performing visual analytics to…

Artificial Intelligence · Computer Science 2019-07-03 Kun Zhao , Takayuki Osogami , Tetsuro Morimura

Recent advances in immersive technology have opened new possibilities in sports training, especially for activities requiring precise motor skills, such as tennis. In this paper, we present a virtual reality (VR) tennis training system…

Human-Computer Interaction · Computer Science 2025-04-23 Ryan Najami , Rami Ghannam

Badminton is known as one of the fastest racket sports in the world. Despite doubles matches being more prevalent in international tournaments than singles, previous research has mainly focused on singles due to the challenges in data…

Computer Vision and Pattern Recognition · Computer Science 2025-08-20 Seungheon Baek , Jinhyuk Yun

Real-time 3D trajectory player tracking in sports plays a crucial role in tactical analysis, performance evaluation, and enhancing spectator experience. Traditional systems rely on multi-camera setups, but are constrained by the inherently…

Computer Vision and Pattern Recognition · Computer Science 2025-08-22 Ryunosuke Hayashi , Kohei Torimi , Rokuto Nagata , Kazuma Ikeda , Ozora Sako , Taichi Nakamura , Masaki Tani , Yoshimitsu Aoki , Kentaro Yoshioka

The increasing use of artificial intelligence (AI) technology in turn-based sports, such as badminton, has sparked significant interest in evaluating strategies through the analysis of match video data. Predicting future shots based on past…

Artificial Intelligence · Computer Science 2024-04-09 Minwoo Seong , Jeongseok Oh , SeungJun Kim

Identifying significant shots in a rally is important for evaluating players' performance in badminton matches. While there are several studies that have quantified player performance in other sports, analyzing badminton data is remained…

Machine Learning · Computer Science 2021-09-15 Wei-Yao Wang , Teng-Fong Chan , Hui-Kuo Yang , Chih-Chuan Wang , Yao-Chung Fan , Wen-Chih Peng

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…

Computer Vision and Pattern Recognition · Computer Science 2022-05-19 Paul Liu , Jui-Hsien Wang

Injury prevention in sports requires understanding how bio-mechanical risks emerge from movement patterns captured in real-world scenarios. However, identifying and interpreting injury prone events from raw video remains difficult and…

Human-Computer Interaction · Computer Science 2025-12-22 Chunggi Lee , Ut Gong , Tica Lin , Stefanie Zollmann , Scott A Epsley , Adam Petway , Hanspeter Pfister

Understanding tactical dynamics in badminton requires analyzing entire matches rather than isolated clips. However, existing badminton datasets mainly focus on short clips or task-specific annotations and rarely provide full-match data with…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Ning Ding , Keisuke Fujii , Toru Tamaki

Recent techniques for analyzing sports precisely has stimulated various approaches to improve player performance and fan engagement. However, existing approaches are only able to evaluate offline performance since testing in real-time…

Machine Learning · Computer Science 2022-11-23 Li-Chun Huang , Nai-Zen Hseuh , Yen-Che Chien , Wei-Yao Wang , Kuang-Da Wang , Wen-Chih Peng

We present an observational study to compare co-located and situated real-time visualizations in basketball free-throw training. Our goal is to understand the advantages and concerns of applying immersive visualization to real-world…

Human-Computer Interaction · Computer Science 2021-04-13 Tica Lin , Rishi Singh , Yalong Yang , Carolina Nobre , Johanna Beyer , Maurice A. Smith , Hanspeter Pfister
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