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Related papers: Commentary Generation for Soccer Highlights

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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 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

Soccer is a globally popular sporting event, typically characterized by long matches and distinctive highlight moments. Recent advances in Multimodal Large Language Models (MLLMs) offer promising capabilities in temporal grounding and video…

Computer Vision and Pattern Recognition · Computer Science 2025-04-30 Ling You , Wenxuan Huang , Xinni Xie , Xiangyi Wei , Bangyan Li , Shaohui Lin , Yang Li , Changbo Wang

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…

Information Retrieval · Computer Science 2014-11-25 Arnau Raventos , Raul Quijada , Luis Torres , Francesc Tarres

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…

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…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Artur Díaz-Juan , Coloma Ballester , Gloria Haro

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

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

Soccer has a considerable market share of the global sports industry, and the interest in viewing videos from soccer games continues to grow. In this respect, it is important to provide game summaries and highlights of the main game events.…

Computer Vision and Pattern Recognition · Computer Science 2022-02-03 Cise Midoglu , Steven A. Hicks , Vajira Thambawita , Tomas Kupka , Pål Halvorsen

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

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…

Computer Vision and Pattern Recognition · Computer Science 2025-05-23 Sushant Gautam , Cise Midoglu , Vajira Thambawita , Michael A. Riegler , Pål Halvorsen , Mubarak Shah

Soccer is more than just a game - it is a passion that transcends borders and unites people worldwide. From the roar of the crowds to the excitement of the commentators, every moment of a soccer match is a thrill. Yet, with so many games…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Hassan Mkhallati , Anthony Cioppa , Silvio Giancola , Bernard Ghanem , Marc Van Droogenbroeck

This work aims at generating captions for soccer videos using deep learning. In this context, this paper introduces a dataset, model, and triple-level evaluation. The dataset consists of 22k caption-clip pairs and three visual features…

Computer Vision and Pattern Recognition · Computer Science 2022-12-01 Ahmad Hammoudeh , Bastien Vanderplaetse , Stéphane Dupont

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…

Real-time video commentary generation provides textual descriptions of ongoing events in videos. It supports accessibility and engagement in domains such as sports, esports, and livestreaming. Commentary generation involves two essential…

Computation and Language · Computer Science 2026-03-04 Anum Afzal , Yuki Saito , Hiroya Takamura , Katsuhito Sudoh , Shinnosuke Takamichi , Graham Neubig , Florian Matthes , Tatsuya Ishigaki

It has been known to be difficult to generate adequate sports updates from a sequence of vast amounts of diverse live tweets, although the live sports viewing experience with tweets is gaining the popularity. In this paper, we focus on…

Computation and Language · Computer Science 2023-10-26 Masashi Oshika , Kosuke Yamada , Ryohei Sasano , Koichi Takeda

Sports game summarization aims to generate sports news based on real-time commentaries. The task has attracted wide research attention but is still under-explored probably due to the lack of corresponding English datasets. Therefore, in…

Computation and Language · Computer Science 2022-07-19 Jiaan Wang , Tingyi Zhang , Haoxiang Shi

Penalties are fraught and game-changing moments in soccer games that teams explicitly prepare for. Consequently, there has been substantial interest in analyzing them in order to provide advice to practitioners. From a data science…

Machine Learning · Computer Science 2025-06-02 Lotte Bransen , Tim Janssen , Jesse Davis

We present a parameterized approach to produce personalized variable length summaries of soccer matches. Our approach is based on temporally segmenting the soccer video into 'plays', associating a user-specifiable 'utility' for each type of…

Computer Vision and Pattern Recognition · Computer Science 2017-06-29 Mohak Sukhwani , Ravi Kothari

Recent multimodal large language models (MLLMs) have shown strong capabilities in general video understanding, driving growing interest in automatic sports commentary generation. However, existing benchmarks for this task focus exclusively…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Kaiwen Wang , Kaili Zheng , Rongrong Deng , Yiming Shi , Chenyi Guo , Ji Wu
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