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Tracking players in sports videos is commonly done in a tracking-by-detection framework, first detecting players in each frame, and then performing association over time. While for some sports tracking players is sufficient for game…

计算机视觉与模式识别 · 计算机科学 2021-04-27 Yang Liu , Luiz G. Hafemann , Michael Jamieson , Mehrsan Javan

Tracking sports players is a widely challenging scenario, specially in single-feed videos recorded in tight courts, where cluttering and occlusions cannot be avoided. This paper presents an analysis of several geometric and semantic visual…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Adrià Arbués-Sangüesa , Coloma Ballester , Gloria Haro

Sports analysis has gained paramount importance for coaches, scouts, and fans. Recently, computer vision researchers have taken on the challenge of collecting the necessary data by proposing several methods of automatic player and ball…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Pegah Rahimian , Laszlo Toka

Jersey number recognition (JNR) has always been an important task in sports analytics. Improving recognition accuracy remains an ongoing challenge because images are subject to blurring, occlusion, deformity, and low resolution. Recent…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Yung-Hui Lin , Yu-Wen Chang , Huang-Chia Shih , Takahiro Ogawa

This study explores the potential of super-resolution techniques in enhancing object detection accuracy in football. Given the sport's fast-paced nature and the critical importance of precise object (e.g. ball, player) tracking for both…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Karolina Seweryn , Gabriel Chęć , Szymon Łukasik , Anna Wróblewska

We propose using Network Science as a complementary tool to analyze player and team behavior during a football match. Specifically, we introduce four kinds of networks based on different ways of interaction between players. Our approach's…

社会与信息网络 · 计算机科学 2020-11-13 J. M. Buldu , D. Garrido , D. R. Antequera , J. Busquets , E. Estrada , R. Resta , R. Lopez del Campo

Computer-aided support and analysis are becoming increasingly important in the modern world of sports. The scouting of potential prospective players, performance as well as match analysis, and the monitoring of training programs rely more…

计算机视觉与模式识别 · 计算机科学 2021-10-22 Jonas Theiner , Wolfgang Gritz , Eric Müller-Budack , Robert Rein , Daniel Memmert , Ralph Ewerth

Tackling is a fundamental defensive move in American football, with the main purpose of stopping the forward motion of the ball-carrier. However, current tackling metrics are manually recorded outcomes that are inherently flawed due to…

应用统计 · 统计学 2025-01-08 Quang Nguyen , Ruitong Jiang , Meg Ellingwood , Ronald Yurko

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

Accurate player and ball detection has become increasingly important in recent years for sport analytics. As most state-of-the-art methods rely on training deep learning networks in a supervised fashion, they require huge amounts of…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Renaud Vandeghen , Anthony Cioppa , Marc Van Droogenbroeck

Dota 2 is a popular, multiplayer online video game. Like many online games, players are mostly anonymous, being tied only to online accounts which can be readily obtained, sold and shared between multiple people. This makes it difficult to…

人工智能 · 计算机科学 2020-08-31 Sizhe Yuen , John D. Thomson , Oliver Don

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

We consider the problem of automatic highlight-detection in video game streams. Currently, the vast majority of highlight-detection systems for games are triggered by the occurrence of hard-coded game events (e.g., score change, end-game),…

计算机视觉与模式识别 · 计算机科学 2018-07-26 Charles Ringer , Mihalis A. Nicolaou

In this paper we propose a system capable of tracking multiple soccer players in different types of video quality. The main goal, in contrast to most state-of-art soccer player tracking systems, is the ability of execute effectively…

计算机视觉与模式识别 · 计算机科学 2021-05-25 Eloi Martins , José Henrique Brito

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

The National Football League and Amazon Web Services teamed up to develop the best sports injury surveillance and mitigation program via the Kaggle competition. Through which the NFL wants to assign specific players to each helmet, which…

计算机视觉与模式识别 · 计算机科学 2022-05-23 Mrinal Mathur , Archana Benkkallpalli Chandrashekhar , Venkata Krishna Chaithanya Nuthalapati

Anomaly detection in sport facilities has gained significant attention due to its potential to promote energy saving and optimizing operational efficiency. In this research article, we investigate the role of machine learning, particularly…

计算机与社会 · 计算机科学 2024-02-15 Fodil Fadli , Yassine Himeur , Mariam Elnour , Abbes Amira

Deep learning has the potential to revolutionize sports performance, with applications ranging from perception and comprehension to decision. This paper presents a comprehensive survey of deep learning in sports performance, focusing on…

计算机视觉与模式识别 · 计算机科学 2023-07-10 Zhonghan Zhao , Wenhao Chai , Shengyu Hao , Wenhao Hu , Guanhong Wang , Shidong Cao , Mingli Song , Jenq-Neng Hwang , Gaoang Wang

Highlights in a sport video are usually referred as actions that stimulate excitement or attract attention of the audience. A big effort is spent in designing techniques which find automatically highlights, in order to automatize the…

计算机视觉与模式识别 · 计算机科学 2017-10-03 Marco Godi , Paolo Rota , Francesco Setti

Recent developments in video analysis of sports and computer vision techniques have achieved significant improvements to enable a variety of critical operations. To provide enhanced information, such as detailed complex analysis in sports…

计算机视觉与模式识别 · 计算机科学 2022-05-02 Banoth Thulasya Naik , Mohammad Farukh Hashmi , Neeraj Dhanraj Bokde