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Goalkeeper (GK) is an expert in soccer and goalkeeping is a complete professional job. In fact, achieving success seems impossible without a reliable GK. His effect in successes and failures is more dominant than other players. The most…

人工智能 · 计算机科学 2013-09-26 Mohammad Bazmara , Shahram Jafari , Fatemeh Pasand

As an amateur goalkeeper playing grassroots soccer, who better to learn from than top professional goalkeepers? In this paper, we harness computer vision and machine learning models to appraise the save technique of professionals in a way…

计算机视觉与模式识别 · 计算机科学 2022-02-25 Matthew Wear , Ryan Beal , Tim Matthews , Tim Norman , Sarvapali Ramchurn

Penalties are fraught and game-changing moments in soccer games that teams explicitly prepare for. Consequently, there has been substantial interest in analyzing them in order to provide advice to practitioners. From a data science…

机器学习 · 计算机科学 2025-06-02 Lotte Bransen , Tim Janssen , Jesse Davis

In soccer games, the goalkeeper's performance is an important factor to the success of the whole team. Despite the goalkeeper's importance, little attention has been paid to their performance in events and tracking data. Here, we developed…

机器学习 · 计算机科学 2022-11-02 Samer Fatayri , Kirill Serykh , Egor Gumin

Soccer broadcast video understanding has been drawing a lot of attention in recent years within data scientists and industrial companies. This is mainly due to the lucrative potential unlocked by effective deep learning techniques developed…

计算机视觉与模式识别 · 计算机科学 2021-04-20 Anthony Cioppa , Adrien Deliège , Floriane Magera , Silvio Giancola , Olivier Barnich , Bernard Ghanem , Marc Van Droogenbroeck

The objective of this work was to help the soccer field managers to evaluate the performance of a goalkeeper in saving the penalty kicks. To this end, based on the concept of clustering, four measures were proposed for evaluating the…

应用统计 · 统计学 2025-02-11 Mahdi Teimouri

Soccer is one of the most popular sport worldwide, with live broadcasts frequently available for major matches. However, extracting detailed, frame-by-frame information on player actions from these videos remains a challenge. Utilizing…

计算机视觉与模式识别 · 计算机科学 2024-07-12 Shikun Xu , Yandong Zhu , Gen Li , Changhu Wang

This article offers a literature review of goalkeeper robots in the context of the RoboCupSoccer competition. The latter is one of the various league categories hosted by the RoboCup Federation, which fosters AI and Robotics with their…

机器人学 · 计算机科学 2023-03-23 Antoine Dizet , Ubbo Visser , Cedric Buche

Action spotting in soccer videos is the task of identifying the specific time when a certain key action of the game occurs. Lately, it has received a large amount of attention and powerful methods have been introduced. Action spotting…

计算机视觉与模式识别 · 计算机科学 2022-11-23 Alejandro Cartas , Coloma Ballester , Gloria Haro

Traditional approaches to measuring visual exploratory behavior in soccer rely on counting visual exploratory actions (VEAs) based on rapid head movements exceeding 125{\deg}/s, but this method suffer from player position bias (i.e., a…

机器学习 · 计算机科学 2026-02-24 Joris Bekkers

Sport analysis is crucial for team performance since it provides actionable data that can inform coaching decisions, improve player performance, and enhance team strategies. To analyze more complex features from game footage, a computer…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Adrian Manchado , Tanner Cellio , Jonathan Keane , Yiyang Wang

Scientifically evaluating soccer players represents a challenging Machine Learning problem. Unfortunately, most existing answers have very opaque algorithm training procedures; relevant data are scarcely accessible and almost impossible to…

机器学习 · 计算机科学 2021-01-15 Paul Garnier , Théophane Gregoir

Developments in computer science in recent years are moving into hospitals. Surgeons are faced with ever new technical challenges. Visual perception plays a key role in most of these. Diagnostic and training models are needed to optimize…

计算机视觉与模式识别 · 计算机科学 2021-02-17 Benedikt Hosp , Myat Su Yin , Peter Haddawy , Paphon Sa-Ngasoongsong , Enkelejda Kasneci

Ubiquitous sensors and Internet of Things (IoT) technologies have revolutionized the sports industry, providing new methodologies for planning, effective coordination of training, and match analysis post game. New methods, including machine…

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

Analysis of invasive sports such as soccer is challenging because the game situation changes continuously in time and space, and multiple agents individually recognize the game situation and make decisions. Previous studies using deep…

人工智能 · 计算机科学 2023-12-04 Hiroshi Nakahara , Kazushi Tsutsui , Kazuya Takeda , Keisuke Fujii

Computer Vision developments are enabling significant advances in many fields, including sports. Many applications built on top of Computer Vision technologies, such as tracking data, are nowadays essential for every top-level analyst,…

计算机视觉与模式识别 · 计算机科学 2023-01-19 Tiago Mendes-Neves , Luís Meireles , João Mendes-Moreira

Vision-language models (VLMs) have recently shown strong potential in soccer video understanding. However, given the high complexity of soccer videos due to large viewpoint variations, rapid shot transitions, and cluttered scenes, it…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Ismael Elsharkawi , Ahmed Sait , Silvio Giancola , Bernard Ghanem , Hossam Sharara , Abdelrahman Eldesokey

In this paper, we explore some of the applications of computer vision to sports analytics. Sport analytics deals with understanding and discovering patterns from a corpus of sports data. Analysing such data provides important performance…

计算机视觉与模式识别 · 计算机科学 2020-04-15 Neha Bhargava , Fabio Cuzzolin

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
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