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Performance measures such as stride length in athletics and the pace of runners can be estimated using different tricks such as measuring the number of steps divided by the running length or helping with markers printed on the track.…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Patryk Skorupski , Cosimo Distante , Pier Luigi Mazzeo

Background: The speed and precision with which objects are moved by hand or hand-tool interaction under image guidance depend on a specific type of visual and spatial sensorimotor learning. Novices have to learn to optimally control what…

人机交互 · 计算机科学 2018-04-02 AU Batmaz , M de Mathelin , Birgitta Dresp-Langley

With the recent development of Deep Learning applied to Computer Vision, sport video understanding has gained a lot of attention, providing much richer information for both sport consumers and leagues. This paper introduces…

计算机视觉与模式识别 · 计算机科学 2022-08-18 Gabriel Van Zandycke , Vladimir Somers , Maxime Istasse , Carlo Del Don , Davide Zambrano

Current football imitation research primarily aims to opti mize reward-based objectives, such as goals scored or win rate proxies, paying less attention to accurately replicat ing real-world team tactical behaviors. We introduce Tac SIm, a…

计算机视觉与模式识别 · 计算机科学 2026-03-27 Peng Wen , Yuting Wang , Qiurui Wang

The objective of the present study is to present a computational model of the motion of a single athlete in a team and to compare the resulting trajectory with experimental data obtained in the field during competitions by match analysis…

生物物理 · 物理学 2008-11-25 E. Grimpampi , A. Pasculli , A. Sacripanti

This research focuses on real-time monitoring and analysis of track and field athletes, addressing the limitations of traditional monitoring systems in terms of real-time performance and accuracy. We propose an IoT-optimized system that…

机器学习 · 计算机科学 2024-11-12 Xiaowei Tang , Bin Long , Li Zhou

Game State Reconstruction (GSR), a critical task in Sports Video Understanding, involves precise tracking and localization of all individuals on the football field-players, goalkeepers, referees, and others - in real-world coordinates. This…

计算机视觉与模式识别 · 计算机科学 2025-04-10 Vladimir Golovkin , Nikolay Nemtsev , Vasyl Shandyba , Oleg Udin , Nikita Kasatkin , Pavel Kononov , Anton Afanasiev , Sergey Ulasen , Andrei Boiarov

There has been a significant increase in the adoption of technology in cricket recently. This trend has created the problem of duplicate work being done in similar computer vision-based research works. Our research tries to solve one of…

计算机视觉与模式识别 · 计算机科学 2022-11-23 Kumail Abbas , Muhammad Saeed , M. Imad Khan , Khandakar Ahmed , Hua Wang

Tracking the ball is critical for video-based analysis of team sports. However, it is difficult, especially in low-resolution images, due to the small size of the ball, its speed that creates motion blur, and its often being occluded by…

计算机视觉与模式识别 · 计算机科学 2015-12-02 Andrii Maksai , Xinchao Wang , Pascal Fua

Orientation is a crucial skill for football players that becomes a differential factor in a large set of events, especially the ones involving passes. However, existing orientation estimation methods, which are based on computer-vision…

机器学习 · 计算机科学 2021-06-02 Adrià Arbués-Sangüesa , Adrián Martín , Paulino Granero , Coloma Ballester , Gloria Haro

Fantasy sports allow fans to manage a team of their favorite athletes and compete with friends. The fantasy platform aligns the real-world statistical performance of athletes to fantasy scoring and has steadily risen in popularity to an…

人工智能 · 计算机科学 2021-11-05 Aaron Baughman , Micah Forester , Jeff Powell , Eduardo Morales , Shaun McPartlin , Daniel Bohm

American football games attract significant worldwide attention every year. Identifying players from videos in each play is also essential for the indexing of player participation. Processing football game video presents great challenges…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Hongshan Liu , Colin Aderon , Noah Wagon , Abdul Latif Bamba , Xueshen Li , Huapu Liu , Steven MacCall , Yu Gan

Understanding agent behaviour in Multi-Agent Systems (MAS) is an important problem in domains such as autonomous driving, disaster response, and sports analytics. Existing MAS problems typically use uniform timesteps with observations for…

机器学习 · 计算机科学 2023-02-14 Gregory Everett , Ryan J. Beal , Tim Matthews , Joseph Early , Timothy J. Norman , Sarvapali D. Ramchurn

Injuries have a great impact on professional soccer, due to their large influence on team performance and the considerable costs of rehabilitation for players. Existing studies in the literature provide just a preliminary understanding of…

In this paper, we propose a novel method to register football broadcast video frames on the static top view model of the playing surface. The proposed method is fully automatic in contrast to the current state of the art which requires…

计算机视觉与模式识别 · 计算机科学 2017-03-07 Rahul Anand Sharma , Bharath Bhat , Vineet Gandhi , C. V. Jawahar

Advanced analytics have transformed how sports teams operate, particularly in episodic sports like baseball. Their impact on continuous invasion sports, such as soccer and ice hockey, has been limited due to increased game complexity and…

人工智能 · 计算机科学 2025-03-26 David Radke , Kyle Tilbury

Given a monocular video of a soccer match, this paper presents a computational model to estimate the most feasible pass at any given time. The method leverages offensive player's orientation (plus their location) and opponents' spatial…

计算机视觉与模式识别 · 计算机科学 2020-04-16 Adrià Arbués-Sangüesa , Adrián Martín , Javier Fernández , Coloma Ballester , Gloria Haro

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

Sports field registration in broadcast videos is typically interpreted as the task of homography estimation, which provides a mapping between a planar field and the corresponding visible area of the image. In contrast to previous…

计算机视觉与模式识别 · 计算机科学 2022-10-04 Jonas Theiner , Ralph Ewerth

Accurate prediction of FIFA World Cup match outcomes holds significant value for analysts, coaches, bettors, and fans. This paper presents a machine learning framework specifically designed to forecast match winners in FIFA World Cup. By…

机器学习 · 计算机科学 2026-01-07 Ali Al-Bustami , Zaid Ghazal