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The application of Automatic Speech Recognition (ASR) technology in soccer offers numerous opportunities for sports analytics. Specifically, extracting audio commentaries with ASR provides valuable insights into the events of the game, and…

Recent advances in soccer understanding have demonstrated rapid progress, yet existing research predominantly focuses on isolated or narrow tasks. To bridge this gap, we propose a comprehensive framework for holistic soccer understanding.…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Jiayuan Rao , Zifeng Li , Haoning Wu , Ya Zhang , Yanfeng Wang , Weidi Xie

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.…

Artificial Intelligence · Computer Science 2026-04-28 Zi Meng , Wanli Song , Yi Hu , Jiayuan Rao , Gang Chen

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 rapid evolution of digital sports media necessitates sophisticated information retrieval systems that can efficiently parse extensive multimodal datasets. This paper introduces SoccerRAG, an innovative framework designed to harness the…

Information Retrieval · Computer Science 2025-08-26 Aleksander Theo Strand , Sushant Gautam , Cise Midoglu , Pål Halvorsen

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…

Artificial Intelligence · Computer Science 2025-11-21 Jeremie Ochin , Raphael Chekroun , Bogdan Stanciulescu , Sotiris Manitsaris

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

Soccer understanding has recently garnered growing research interest due to its domain-specific complexity and unique challenges. Unlike prior works that typically rely on isolated, task-specific expert models, this work aims to propose a…

Computer Vision and Pattern Recognition · Computer Science 2026-05-08 Haolin Yang , Jiayuan Rao , Haoning Wu , Weidi Xie

As a globally celebrated sport, soccer has attracted widespread interest from fans all over the world. This paper aims to develop a comprehensive multi-modal framework for soccer video understanding. Specifically, we make the following…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Jiayuan Rao , Haoning Wu , Hao Jiang , Ya Zhang , Yanfeng Wang , Weidi Xie

In the last years, scientific and industrial research has experienced a growing interest in acquiring large annotated data sets to train artificial intelligence algorithms for tackling problems in different domains. In this context, we have…

Human-Computer Interaction · Computer Science 2021-03-09 Silvio Barra , Salvatore M. Carta , Alessandro Giuliani , Alessia Pisu , Alessandro Sebastian Podda , DanieleRiboni

In this paper, we propose a study on multi-modal (audio and video) action spotting and classification in soccer videos. Action spotting and classification are the tasks that consist in finding the temporal anchors of events in a video and…

Computer Vision and Pattern Recognition · Computer Science 2020-11-10 Bastien Vanderplaetse , Stéphane Dupont

Tracking objects in soccer videos is extremely important to gather both player and team statistics, whether it is to estimate the total distance run, the ball possession or the team formation. Video processing can help automating the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Anthony Cioppa , Silvio Giancola , Adrien Deliege , Le Kang , Xin Zhou , Zhiyu Cheng , Bernard Ghanem , Marc Van Droogenbroeck

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…

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…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Shikun Xu , Yandong Zhu , Gen Li , Changhu Wang

The rapid evolution of digital sports media necessitates sophisticated information retrieval systems that can efficiently parse extensive multimodal datasets. This paper demonstrates SoccerRAG, an innovative framework designed to harness…

Information Retrieval · Computer Science 2025-08-26 Aleksander Theo Strand , Sushant Gautam , Cise Midoglu , Pål Halvorsen

Capturing the playing style of professional soccer coaches is a complex, and yet barely explored, task in sports analytics. Nowadays, the availability of digital data describing every relevant spatio-temporal aspect of soccer matches,…

Artificial Intelligence · Computer Science 2021-06-30 Paolo Cintia , Luca Pappalardo

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 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.…

Human-Computer Interaction · Computer Science 2026-04-06 Ryota Takamido , Jun Ota , Hiroki Nakamoto

Soccer is a globally popular sport with a vast audience, in this paper, we consider constructing an automatic soccer game commentary model to improve the audiences' viewing experience. In general, we make the following contributions: First,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-19 Jiayuan Rao , Haoning Wu , Chang Liu , Yanfeng Wang , Weidi Xie

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…

Computer Vision and Pattern Recognition · Computer Science 2020-07-14 Danilo Sorano , Fabio Carrara , Paolo Cintia , Fabrizio Falchi , Luca Pappalardo
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