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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…

计算机视觉与模式识别 · 计算机科学 2022-05-04 Melissa Sanabria , Frédéric Precioso , Pierre-Alexandre Mattei , Thomas Menguy

Video summarization aims to extract key shots from longer videos to produce concise and informative summaries. One of its most common applications is in sports, where highlight reels capture the most important moments of a game, along with…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Artur Díaz-Juan , Coloma Ballester , Gloria Haro

Automatic summarization generation of sports video content has been object of great interest for many years. Although semantic descriptions techniques have been proposed, many of the approaches still rely on low-level video descriptors that…

信息检索 · 计算机科学 2014-11-25 Arnau Raventos , Raul Quijada , Luis Torres , Francesc Tarres

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

Understanding broadcast videos is a challenging task in computer vision, as it requires generic reasoning capabilities to appreciate the content offered by the video editing. In this work, we propose SoccerNet-v2, a novel large-scale corpus…

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…

多媒体 · 计算机科学 2026-04-02 Zeyu Jin , Xiaoyu Qin , Songtao Zhou , Kaifeng Yun , Jia Jia

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…

With rapidly evolving internet technologies and emerging tools, sports related videos generated online are increasing at an unprecedentedly fast pace. To automate sports video editing/highlight generation process, a key task is to precisely…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Xin Zhou , Le Kang , Zhiyu Cheng , Bo He , Jingyu Xin

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,…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Jiayuan Rao , Haoning Wu , Chang Liu , 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…

The automatic detection of events in complex sports games like soccer and handball using positional or video data is of large interest in research and industry. One requirement is a fundamental understanding of underlying concepts, i.e.,…

计算机视觉与模式识别 · 计算机科学 2021-08-27 Henrik Biermann , Jonas Theiner , Manuel Bassek , Dominik Raabe , Daniel Memmert , Ralph Ewerth

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

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…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Anthony Cioppa , Silvio Giancola , Adrien Deliege , Le Kang , Xin Zhou , Zhiyu Cheng , Bernard Ghanem , Marc Van Droogenbroeck

Automated soccer commentary generation has evolved from template-based systems to advanced neural architectures, aiming to produce real-time descriptions of sports events. While frameworks like SoccerNet-Caption laid foundational work,…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Chidaksh Ravuru

The research and data science community has been fascinated with the development of automatic systems for the detection of key events in a video. Special attention in this field is given to sports video analytics which could help in…

In team-based invasion sports such as soccer and basketball, analytics is important for teams to understand their performance and for audiences to understand matches better. The present work focuses on performing visual analytics to…

人工智能 · 计算机科学 2019-07-03 Kun Zhao , Takayuki Osogami , Tetsuro Morimura

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

The SoccerNet 2022 challenges were the second annual video understanding challenges organized by the SoccerNet team. In 2022, the challenges were composed of 6 vision-based tasks: (1) action spotting, focusing on retrieving action…

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

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…

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