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To solve the existing sentence punctuation problem for collaborative commentary generation in Esports live-streaming, this paper presents two strategies for sentence punctuation for text sequences of game commentary, that is, punctuating…

Computation and Language · Computer Science 2021-10-26 Hong Huang , Junjie H. Xu , Xiaoling Ling , Pujana Paliyawan

In soccer video analysis, player detection is essential for identifying key events and reconstructing tactical positions. The presence of numerous players and frequent occlusions, combined with copyright restrictions, severely restricts the…

Computer Vision and Pattern Recognition · Computer Science 2025-10-06 Haobin Qin , Calvin Yeung , Rikuhei Umemoto , Keisuke Fujii

Automatically generating a human-like description for a given image is a potential research in artificial intelligence, which has attracted a great of attention recently. Most of the existing attention methods explore the mapping…

Computer Vision and Pattern Recognition · Computer Science 2020-11-03 Feicheng Huang , Zhixin Li , Haiyang Wei , Canlong Zhang , Huifang Ma

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

Sports video analysis is a key domain in computer vision, enabling detailed spatial understanding through multi-view correspondences. In this work, we introduce SoccerNet-v3D and ISSIA-3D, two enhanced and scalable datasets designed for 3D…

Computer Vision and Pattern Recognition · Computer Science 2025-04-15 Marc Gutiérrez-Pérez , Antonio Agudo

The Video Assistant Referee (VAR) has revolutionized association football, enabling referees to review incidents on the pitch, make informed decisions, and ensure fairness. However, due to the lack of referees in many countries and the high…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Jan Held , Anthony Cioppa , Silvio Giancola , Abdullah Hamdi , 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…

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

We present a systematic approach to the prediction of soccer matches. First, we show that the information about chances for goals is by far more informative than about the actual results. Second, we present a multivariate regression…

Data Analysis, Statistics and Probability · Physics 2012-07-20 Andreas Heuer , Oliver Rubner

The SoccerNet 2025 Challenges mark the fifth annual edition of the SoccerNet open benchmarking effort, dedicated to advancing computer vision research in football video understanding. This year's challenges span four vision-based tasks: (1)…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Silvio Giancola , Anthony Cioppa , Marc Gutiérrez-Pérez , Jan Held , Carlos Hinojosa , Victor Joos , Arnaud Leduc , Floriane Magera , Karen Sanchez , Vladimir Somers , Artur Xarles , Antonio Agudo , Alexandre Alahi , Olivier Barnich , Albert Clapés , Christophe De Vleeschouwer , Sergio Escalera , Bernard Ghanem , Thomas B. Moeslund , Marc Van Droogenbroeck , Tomoki Abe , Saad Alotaibi , Faisal Altawijri , Steven Araujo , Xiang Bai , Xiaoyang Bi , Jiawang Cao , Vanyi Chao , Kamil Czarnogórski , Fabian Deuser , Mingyang Du , Tianrui Feng , Patrick Frenzel , Mirco Fuchs , Jorge García , Konrad Habel , Takaya Hashiguchi , Sadao Hirose , Xinting Hu , Yewon Hwang , Ririko Inoue , Riku Itsuji , Kazuto Iwai , Hongwei Ji , Yangguang Ji , Licheng Jiao , Yuto Kageyama , Yuta Kamikawa , Yuuki Kanasugi , Hyungjung Kim , Jinwook Kim , Takuya Kurihara , Bozheng Li , Lingling Li , Xian Li , Youxing Lian , Dingkang Liang , Hongkai Lin , Jiadong Lin , Jian Liu , Liang Liu , Shuaikun Liu , Zhaohong Liu , Yi Lu , Federico Méndez , Huadong Ma , Wenping Ma , Jacek Maksymiuk , Henry Mantilla , Ismail Mathkour , Daniel Matthes , Ayaha Motomochi , Amrulloh Robbani Muhammad , Haruto Nakayama , Joohyung Oh , Yin May Oo , Marcelo Ortega , Norbert Oswald , Rintaro Otsubo , Fabian Perez , Mengshi Qi , Cristian Rey , Abel Reyes-Angulo , Oliver Rose , Hoover Rueda-Chacón , Hideo Saito , Jose Sarmiento , Kanta Sawafuji , Atom Scott , Xi Shen , Pragyan Shrestha , Jae-Young Sim , Long Sun , Yuyang Sun , Tomohiro Suzuki , Licheng Tang , Masato Tonouchi , Ikuma Uchida , Henry O. Velesaca , Tiancheng Wang , Rio Watanabe , Jay Wu , Yongliang Wu , Shunzo Yamagishi , Di Yang , Xu Yang , Yuxin Yang , Hao Ye , Xinyu Ye , Calvin Yeung , Xuanlong Yu , Chao Zhang , Dingyuan Zhang , Kexing Zhang , Zhe Zhao , Xin Zhou , Wenbo Zhu , Julian Ziegler

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

Toward the goal of automatic production for sports broadcasts, a paramount task consists in understanding the high-level semantic information of the game in play. For instance, recognizing and localizing the main actions of the game would…

Computer Vision and Pattern Recognition · Computer Science 2021-04-15 Silvio Giancola , Bernard Ghanem

In a soccer game, the information provided by detecting and tracking brings crucial clues to further analyze and understand some tactical aspects of the game, including individual and team actions. State-of-the-art tracking algorithms…

Computer Vision and Pattern Recognition · Computer Science 2020-11-23 Samuel Hurault , Coloma Ballester , Gloria Haro

Video storytelling is essential for sports performance analysis and fan engagement, enabling sports professionals and fans to effectively communicate and interpret the spatial and temporal dynamics of gameplay. Traditional methods rely on…

Human-Computer Interaction · Computer Science 2025-02-18 Tica Lin , Ruxun Xiang , Gardenia Liu , Divyanshu Tiwari , Meng-Chia Chiang , Chenjiayi Ye , Hanspeter Pfister , Chen Zhu-Tian

Story visualization is an under-explored task that falls at the intersection of many important research directions in both computer vision and natural language processing. In this task, given a series of natural language captions which…

Computation and Language · Computer Science 2021-05-24 Adyasha Maharana , Darryl Hannan , Mohit Bansal

Generative AI has unlocked new possibilities in content discovery and management. Through collaboration with the National Football League (NFL), we demonstrate how a generative-AI based workflow enables media researchers and analysts to…

Artificial Intelligence · Computer Science 2025-10-09 Henry Wang , Md Sirajus Salekin , Jake Lee , Ross Claytor , Shinan Zhang , Michael Chi

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…

Computer Vision and Pattern Recognition · Computer Science 2024-07-19 Jan Held , Anthony Cioppa , Silvio Giancola , Abdullah Hamdi , Christel Devue , Bernard Ghanem , Marc Van Droogenbroeck

We address the problem of scaling up the production of media content, including commentary and personalized news stories, for large-scale sports and music events worldwide. Our approach relies on generative AI models to transform a large…

Computation and Language · Computer Science 2024-02-29 Aaron Baughman , Stephen Hammer , Rahul Agarwal , Gozde Akay , Eduardo Morales , Tony Johnson , Leonid Karlinsky , Rogerio Feris

Annotated datasets are critical for training neural networks for object detection, yet their manual creation is time- and labour-intensive, subjective to human error, and often limited in diversity. This challenge is particularly pronounced…

The definition of similarity is a key prerequisite when analyzing complex data types in data mining, information retrieval, or machine learning. However, the meaningful definition is often hampered by the complexity of data objects and…

Machine Learning · Computer Science 2017-03-10 Jürgen Bernard , Christian Ritter , David Sessler , Matthias Zeppelzauer , Jörn Kohlhammer , Dieter Fellner