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Comprehensive understanding of key players and actions in multiplayer sports broadcast videos is a challenging problem. Unlike in news or finance videos, sports videos have limited text. While both action recognition for multiplayer sports…

多媒体 · 计算机科学 2021-11-02 Avijit Shah , Topojoy Biswas , Sathish Ramadoss , Deven Santosh Shah

Accurate camera calibration is essential for transforming 2D images from camera sensors into 3D world coordinates, enabling precise scene geometry interpretation and supporting sports analytics tasks such as player tracking, offside…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Nikolay S. Falaleev , Ruilong Chen

Soccer is undeniably the most popular sport world-wide and everyone from general managers and coaching staff to fans and media are interested in evaluating players' performance. Metrics applied successfully in other sports, such as the…

应用统计 · 统计学 2020-12-04 Konstantinos Pelechrinis , Wayne Winston

Player identification is a crucial component in vision-driven soccer analytics, enabling various downstream tasks such as player assessment, in-game analysis, and broadcast production. However, automatically detecting jersey numbers from…

计算机视觉与模式识别 · 计算机科学 2023-09-13 Bavesh Balaji , Jerrin Bright , Harish Prakash , Yuhao Chen , David A Clausi , John Zelek

An important feature of a dynamic game is its monitoring structure namely, what the players effectively see from the played actions. We consider games with arbitrary monitoring structures. One of the purposes of this paper is to know to…

信息论 · 计算机科学 2012-10-24 Maël Le Treust , Samson Lasaulce

Continuous-time assessments of game outcomes in sports have become increasingly common in the last decade. In American football, only discrete-time estimates of play value were possible, since the most advanced public football datasets were…

Soccer has a considerable market share of the global sports industry, and the interest in viewing videos from soccer games continues to grow. In this respect, it is important to provide game summaries and highlights of the main game events.…

计算机视觉与模式识别 · 计算机科学 2022-02-03 Cise Midoglu , Steven A. Hicks , Vajira Thambawita , Tomas Kupka , Pål Halvorsen

Distinguishing visually similar objects by their motion remains a critical challenge in computer vision. Although supervised trackers show promise, contemporary self-supervised trackers struggle when visual cues become ambiguous, limiting…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Chenshuang Zhang , Kang Zhang , Joon Son Chung , In So Kweon , Junmo Kim , Chengzhi Mao

Soccer ball detection is identified as one of the critical challenges in the RoboCup competition. It requires an efficient vision system capable of handling the task of detection with high precision and recall and providing robust and low…

计算机视觉与模式识别 · 计算机科学 2019-09-09 Anna Kukleva , Mohammad Asif Khan , Hafez Farazi , Sven Behnke

Given a set of sequences comprised of time-ordered events, sequential pattern mining is useful to identify frequent subsequences from different sequences or within the same sequence. However, in sport, these techniques cannot determine the…

机器学习 · 计算机科学 2021-09-01 Rory Bunker , Keisuke Fujii , Hiroyuki Hanada , Ichiro Takeuchi

Data analysis plays an increasingly important role in soccer, offering new ways to evaluate individual and team performance. One specific application is the evaluation of dribbles: one-on-one situations where an attacker attempts to bypass…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Michiel Schepers , Pieter Robberechts , Jan Van Haaren , Jesse Davis

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…

Finding players with similar profiles is an important problem in sports such as football. Scouting for new players requires a wealth of information about the available players so that similar profiles to that of a target player can be…

应用统计 · 统计学 2024-12-12 Virgilio Gómez-Rubio , Jesús Lagos , Francisco Palmí-Perales

This study explores the relationship between the performance of a football team and the topological parameters of temporal passing networks. To achieve this, we propose a method to identify moments of high and low team performance based on…

物理与社会 · 物理学 2025-06-13 Andres Chacoma

Soccer commentary plays a crucial role in enhancing the soccer game viewing experience for audiences. Previous studies in automatic soccer commentary generation typically adopt an end-to-end method to generate anonymous live text…

多媒体 · 计算机科学 2026-04-02 Zeyu Jin , Xiaoyu Qin , Songtao Zhou , Kaifeng Yun , Jia Jia

Soccer analytics rely on two data sources: the player positions on the pitch and the sequences of events they perform. With around 2000 ball events per game, their precise and exhaustive annotation based on a monocular video stream remains…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Jeremie Ochin , Guillaume Devineau , Bogdan Stanciulescu , Sotiris Manitsaris

Anomaly detection is a method for discovering unusual and suspicious behavior. In many real-world scenarios, the examined events can be directly linked to the actions of an adversary, such as attacks on computer networks or frauds in…

Automatic player identification is an essential and complex task in sports video analysis. Different strategies have been devised over the years, but identification based on jersey numbers is one of the most common approaches given its…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Divya Bhargavi , Erika Pelaez Coyotl , Sia Gholami

Real-world images used for training machine learning algorithms are often unstructured and inconsistent. The process of analysing and tagging these images can be costly and error prone (also availability, gaps and legal conundrums).…

人工智能 · 计算机科学 2022-09-28 Jose Cerqueira Fernandes , Benjamin Kenwright

With the increasingly detailed investigation of game play and tactics in invasive team sports such as soccer, it becomes ever more important to present causes, actions and findings in a meaningful manner. Visualizations, especially when…

计算机视觉与模式识别 · 计算机科学 2021-05-12 Maximilian T. Fischer , Daniel A. Keim , Manuel Stein