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Association football is a complex and dynamic sport, with numerous actions occurring simultaneously in each game. Analyzing football videos is challenging and requires identifying subtle and diverse spatio-temporal patterns. Despite recent…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Silvio Giancola , Anthony Cioppa , Julia Georgieva , Johsan Billingham , Andreas Serner , Kerry Peek , Bernard Ghanem , Marc Van Droogenbroeck

Soccer video understanding has motivated the creation of datasets for tasks such as temporal action localization, spatiotemporal action detection (STAD), or multiobject tracking (MOT). The annotation of structured sequences of events (who…

人工智能 · 计算机科学 2025-11-21 Jeremie Ochin , Raphael Chekroun , Bogdan Stanciulescu , Sotiris Manitsaris

The rapid progress in artificial intelligence (AI) and machine learning has opened unprecedented analytics possibilities in various team and individual sports, including baseball, basketball, and tennis. More recently, AI techniques have…

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

The task of action spotting consists in both identifying actions and precisely localizing them in time with a single timestamp in long, untrimmed video streams. Automatically extracting those actions is crucial for many sports applications,…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Silvio Giancola , Anthony Cioppa , Bernard Ghanem , Marc Van Droogenbroeck

The popularity of racket sports (e.g., tennis and table tennis) leads to high demands for data analysis, such as notational analysis, on player performance. While sports videos offer many benefits for such analysis, retrieving accurate…

人机交互 · 计算机科学 2021-05-21 Dazhen Deng , Jiang Wu , Jiachen Wang , Yihong Wu , Xiao Xie , Zheng Zhou , Hui Zhang , Xiaolong Zhang , Yingcai Wu

Soccer analytics is attracting increasing interest in academia and industry, thanks to the availability of data that describe all the spatio-temporal events that occur in each match. These events (e.g., passes, shots, fouls) are collected…

计算机视觉与模式识别 · 计算机科学 2020-07-14 Danilo Sorano , Fabio Carrara , Paolo Cintia , Fabrizio Falchi , Luca Pappalardo

The integration of artificial intelligence in sports analytics has transformed soccer video understanding, enabling real-time, automated insights into complex game dynamics. Traditional approaches rely on isolated data streams, limiting…

计算机视觉与模式识别 · 计算机科学 2025-05-23 Sushant Gautam , Cise Midoglu , Vajira Thambawita , Michael A. Riegler , Pål Halvorsen , Mubarak Shah

Over the past decade, the technology used by referees in football has improved substantially, enhancing the fairness and accuracy of decisions. This progress has culminated in the implementation of the Video Assistant Referee (VAR), an…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Jan Held , Anthony Cioppa , Silvio Giancola , Abdullah Hamdi , Christel Devue , Bernard Ghanem , Marc Van Droogenbroeck

We developed an artificial intelligence approach to predict the transfer fee of a football player. This model can help clubs make better decisions about which players to buy and sell, which can lead to improved performance and increased…

机器学习 · 计算机科学 2024-01-31 Daniil Sulimov

Motion prediction in soccer involves capturing complex dynamics from player and ball interactions. We present FootBots, an encoder-decoder transformer-based architecture addressing motion prediction and conditioned motion prediction through…

计算机视觉与模式识别 · 计算机科学 2024-07-01 Guillem Capellera , Luis Ferraz , Antonio Rubio , Antonio Agudo , Francesc Moreno-Noguer

Artificial intelligence has revolutionized the way we analyze sports videos, whether to understand the actions of games in long untrimmed videos or to anticipate the player's motion in future frames. Despite these efforts, little attention…

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

Evaluating the performance of human is a common need across many applications, such as in engineering and sports. When evaluating human performance in completing complex and interactive tasks, the most common way is to use a metric having…

机器学习 · 统计学 2023-03-24 Chaoyi Gu , Varuna De Silva

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

This study developed a new explainable artificial intelligence algorithm called PassAI, which classifies successful or failed passes in a soccer game and explains its rationale using both tracking and passer's seasonal stats information.…

人机交互 · 计算机科学 2026-04-06 Ryota Takamido , Jun Ota , Hiroki Nakamoto

The purpose of this research is to create a machine learning-based smart coaching approach for football that can replace manual analysis with real-time feedback for trainers. In-depth analysis of football player data by humans is…

信号处理 · 电气工程与系统科学 2023-02-08 Rahman Sahinler , Omer Burak Goktas , Berkay Mumcu , Damla Sen , Feyza Kocaturk , Huseyin Uvet

In most sports, especially football, most coaches and analysts search for key performance indicators using notational analysis. This method utilizes a statistical summary of events based on video footage and numerical records of goal…

机器学习 · 计算机科学 2022-07-26 Chenyao Li , Stylianos Kampakis , Philip Treleaven

Refereeing is vital in sports, where fair, accurate, and explainable decisions are fundamental. While intelligent assistant technologies are being widely adopted in soccer refereeing, current AI-assisted approaches remain preliminary.…

人工智能 · 计算机科学 2026-04-28 Zi Meng , Wanli Song , Yi Hu , Jiayuan Rao , Gang Chen

Automated object detection has become increasingly valuable across diverse applications, yet efficient, high-quality annotation remains a persistent challenge. In this paper, we present the development and evaluation of a platform designed…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Sönke Tenckhoff , Mario Koddenbrock , Erik Rodner
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