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相关论文: Spatial similarity index for scouting in football

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The paper presents a multi-camera tracking method intended for tracking soccer players in long shot video recordings from multiple calibrated cameras installed around the playing field. The large distance to the camera makes it difficult to…

计算机视觉与模式识别 · 计算机科学 2022-11-07 Jacek Komorowski , Grzegorz Kurzejamski

To analyze the movements and to study the trajectories of players is a crucial need for a team when it looks to improve its chances of winning a match or to understand its performances. State of the art tracking systems now produce…

应用统计 · 统计学 2016-12-01 Rodolfo Metulini

Spatial statistics is an area of study devoted to the statistical analysis of data that have a spatial label associated with them. Geographers often refer to the "location information" associated with the "attribute information," whose…

统计方法学 · 统计学 2021-05-18 Noel Cressie , Matthew T. Moores

In team sports analytics, long-term player tracking remains a challenging task due to player appearance similarity, occlusion, and dynamic motion patterns. Accurately re-identifying players and reconnecting tracklets after extended absences…

计算机视觉与模式识别 · 计算机科学 2025-03-03 Maria Koshkina , James H. Elder

We present a comparative study of the players' and professional players' (athletes') performance in Counter Strike: Global Offensive (CS:GO) discipline. Our study is based on ubiquitous sensing helping identify the biometric features…

人机交互 · 计算机科学 2019-08-20 Nikita Khromov , Alexander Korotin , Andrey Lange , Anton Stepanov , Evgeny Burnaev , Andrey Somov

In this paper, market values of the football players in the forward positions are estimated using multiple linear regression by including the physical and performance factors in 2017-2018 season. Players from 4 major leagues of Europe are…

应用统计 · 统计学 2018-07-04 Yunus Kologlu , Hasan Birinci , Sevde Ilgaz Kanalmaz , Burhan Ozyilmaz

Understanding football tactics is crucial for managers and analysts. Previous research has proposed models based on spatial and kinematic equations, but these are computationally expensive. Also, Reinforcement learning approaches use player…

人工智能 · 计算机科学 2025-06-23 Kenjiro Ide , Taiga Someya , Kohei Kawaguchi , Keisuke Fujii

In this work, we extended a stochastic model for football leagues based on the team's potential [R. da Silva et al. Comput. Phys. Commun. \textbf{184} 661--670 (2013)] for making predictions instead of only performing a successful…

物理与社会 · 物理学 2022-06-08 Eduardo V. Stock , Roberto da Silva , Henrique A. Fernandes

Defensive organization is critical in soccer, particularly during negative transitions when teams are most vulnerable. The back-four defensive line plays a decisive role in preventing goal-scoring opportunities, yet its collective…

计算机与社会 · 计算机科学 2025-11-11 Soujanya Dash , Kenjiro Ide , Rikuhei Umemoto , Kai Amino , Keisuke Fujii

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

With the development of measurement technology, data on the movements of actual games in various sports can be obtained and used for planning and evaluating the tactics and strategy. Defense in team sports is generally difficult to be…

人工智能 · 计算机科学 2022-05-10 Kosuke Toda , Masakiyo Teranishi , Keisuke Kushiro , Keisuke Fujii

Analyzing defenses in team sports is generally challenging because of the limited event data. Researchers have previously proposed methods to evaluate football team defense by predicting the events of ball gain and being attacked using…

机器学习 · 计算机科学 2022-12-02 Rikuhei Umemoto , Kazushi Tsutsui , Keisuke Fujii

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

In soccer video analysis, player detection is essential for identifying key events and reconstructing tactical positions. The presence of numerous players and frequent occlusions, combined with copyright restrictions, severely restricts the…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Haobin Qin , Calvin Yeung , Rikuhei Umemoto , Keisuke Fujii

Assessing the spatial fairness of predictive models involves establishing whether they are statistically penalizing (favoring) individuals associated with certain geographical locations. Literature on this topic makes the fundamental…

机器学习 · 计算机科学 2026-05-25 Francesco Lettich , Mario A. Nascimento , Chiara Pugliese , Chiara Renso

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

Although the values of individual soccer players have become astronomical, subjective judgments still play a big part in the player analysis. Recently, there have been new attempts to quantitatively grasp players' styles using video-based…

机器学习 · 计算机科学 2022-05-05 Hyunsung Kim , Jihun Kim , Dongwook Chung , Jonghyun Lee , Jinsung Yoon , Sang-Ki Ko

In this work, we propose a novel way of efficiently localizing a soccer field from a single broadcast image of the game. Related work in this area relies on manually annotating a few key frames and extending the localization to similar…

计算机视觉与模式识别 · 计算机科学 2016-04-12 Namdar Homayounfar , Sanja Fidler , Raquel Urtasun

Ranking a vector of alternatives on the basis of a series of paired comparisons is a relevant topic in many instances. A popular example is ranking contestants in sport tournaments. To this purpose, paired comparison models such as the…

应用统计 · 统计学 2013-01-15 Guido Masarotto , Cristiano Varin