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Clubs with access to expensive multi-camera setups or GPS tracking systems gain a competitive advantage through detailed data, whereas lower-budget teams are often unable to collect similar information. This paper examines whether such data…

Computer Vision and Pattern Recognition · Computer Science 2026-02-24 Daniel Tshiani

The paper describes a deep neural network-based detector dedicated for ball and players detection in high resolution, long shot, video recordings of soccer matches. The detector, dubbed FootAndBall, has an efficient fully convolutional…

Computer Vision and Pattern Recognition · Computer Science 2020-10-28 Jacek Komorowski , Grzegorz Kurzejamski , Grzegorz Sarwas

The RoboCup competitions hold various leagues, and the Soccer Simulation 2D League is a major among them. Soccer Simulation 2D (SS2D) match involves two teams, including 11 players and a coach for each team, competing against each other.…

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…

Computer Vision and Pattern Recognition · Computer Science 2025-08-08 Karolina Seweryn , Gabriel Chęć , Szymon Łukasik , Anna Wróblewska

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…

Computer Vision and Pattern Recognition · Computer Science 2023-09-13 Bavesh Balaji , Jerrin Bright , Harish Prakash , Yuhao Chen , David A Clausi , John Zelek

Despite the recent emergence of video captioning models, how to generate vivid, fine-grained video descriptions based on the background knowledge (i.e., long and informative commentary about the domain-specific scenes with appropriate…

Computer Vision and Pattern Recognition · Computer Science 2023-10-06 Ji Qi , Jifan Yu , Teng Tu , Kunyu Gao , Yifan Xu , Xinyu Guan , Xiaozhi Wang , Yuxiao Dong , Bin Xu , Lei Hou , Juanzi Li , Jie Tang , Weidong Guo , Hui Liu , Yu Xu

Video content is present in an ever-increasing number of fields, both scientific and commercial. Sports, particularly soccer, is one of the industries that has invested the most in the field of video analytics, due to the massive popularity…

Computer Vision and Pattern Recognition · Computer Science 2022-05-04 Melissa Sanabria , Frédéric Precioso , Pierre-Alexandre Mattei , Thomas Menguy

Ball trajectory data are one of the most fundamental and useful information in the evaluation of players' performance and analysis of game strategies. Although vision-based object tracking techniques have been developed to analyze sport…

Machine Learning · Computer Science 2019-07-09 Yu-Chuan Huang , I-No Liao , Ching-Hsuan Chen , Tsì-Uí İk , Wen-Chih Peng

Soccer, as a dynamic team sport, requires seamless coordination and integration of tactical strategies across all players. Adapting to new tactical systems is a critical but often challenging aspect of soccer at all professional levels.…

Human-Computer Interaction · Computer Science 2024-09-24 Andrew Kang , Hanspeter Pfister , Tica Lin

This brief technical report describes our submission to the Action Spotting SoccerNet Challenge 2022. The challenge was part of the CVPR 2022 ActivityNet Workshop. Our submission was based on a recently proposed method which focuses on…

Computer Vision and Pattern Recognition · Computer Science 2022-08-04 João V. B. Soares , Avijit Shah

Understanding sports is crucial for the advancement of Natural Language Processing (NLP) due to its intricate and dynamic nature. Reasoning over complex sports scenarios has posed significant challenges to current NLP technologies which…

Computation and Language · Computer Science 2024-06-24 Zhengbang Yang , Haotian Xia , Jingxi Li , Zezhi Chen , Zhuangdi Zhu , Weining Shen

The long-standing problem of novel view synthesis has many applications, notably in sports broadcasting. Photorealistic novel view synthesis of soccer actions, in particular, is of enormous interest to the broadcast industry. Yet only a few…

Computer Vision and Pattern Recognition · Computer Science 2023-09-14 Sacha Lewin , Maxime Vandegar , Thomas Hoyoux , Olivier Barnich , Gilles Louppe

A fundamental task in detecting foreground objects in both static and dynamic scenes is to take the best choice of color system representation and the efficient technique for background modeling. We propose in this paper a non-parametric…

Computer Vision and Pattern Recognition · Computer Science 2009-12-14 Ali Douik , Mourad Moussa Jlassi

Offside detection in soccer has emerged as one of the most important decisions with an average of 50 offside decisions every game. False detections and rash calls adversely affect game conditions and in many cases drastically change the…

Computer Vision and Pattern Recognition · Computer Science 2018-04-19 Karthik Muthuraman , Pranav Joshi , Suraj Kiran Raman

Multi-object tracking (MOT) is a critical and challenging task in computer vision, particularly in situations involving objects with similar appearances but diverse movements, as seen in team sports. Current methods, largely reliant on…

Computer Vision and Pattern Recognition · Computer Science 2024-04-23 Atom Scott , Ikuma Uchida , Ning Ding , Rikuhei Umemoto , Rory Bunker , Ren Kobayashi , Takeshi Koyama , Masaki Onishi , Yoshinari Kameda , Keisuke Fujii

Recent video+language datasets cover domains where the interaction is highly structured, such as instructional videos, or where the interaction is scripted, such as TV shows. Both of these properties can lead to spurious cues to be…

Computer Vision and Pattern Recognition · Computer Science 2022-11-10 Alessandro Suglia , José Lopes , Emanuele Bastianelli , Andrea Vanzo , Shubham Agarwal , Malvina Nikandrou , Lu Yu , Ioannis Konstas , Verena Rieser

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…

Computer Vision and Pattern Recognition · Computer Science 2021-10-22 Jonas Theiner , Wolfgang Gritz , Eric Müller-Budack , Robert Rein , Daniel Memmert , Ralph Ewerth

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…

Multimedia · Computer Science 2026-04-02 Zeyu Jin , Xiaoyu Qin , Songtao Zhou , Kaifeng Yun , Jia Jia

The latest research in expertise assessment of soccer players has affirmed the importance of perceptual skills (especially for decision making) by focusing either on high experimental control or on a realistic presentation. To assess the…

Human-Computer Interaction · Computer Science 2021-01-07 Benedikt Hosp , Florian Schultz , Oliver Höner , Enkelejda Kasneci