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The dynamic nature of esports makes the situation relatively complicated for average viewers. Esports broadcasting involves game expert casters, but the caster-dependent game commentary is not enough to fully understand the game situation.…

Computation and Language · Computer Science 2024-05-01 Zhihao Zhang , Feiqi Cao , Yingbin Mo , Yiran Zhang , Josiah Poon , Caren Han

Video games are a compelling source of annotated data as they can readily provide fine-grained groundtruth for diverse tasks. However, it is not clear whether the synthetically generated data has enough resemblance to the real-world images…

Computer Vision and Pattern Recognition · Computer Science 2016-08-16 Alireza Shafaei , James J. Little , Mark Schmidt

Most sports visualizations rely on a combination of spatial, highly temporal, and user-centric data, making sports a challenging target for visualization. Emerging technologies, such as augmented and mixed reality (AR/XR), have brought…

Human-Computer Interaction · Computer Science 2022-11-16 Tica Lin , Zhutian Chen , Johanna Beyer , Yincai Wu , Hanspeter Pfister , Yalong Yang

Recently, the market size of online game has been increasing astonishingly fast, and so does the importance of good game design. In online games, usually a human user competes with others, so the fairness of the game system to all users is…

Applications · Statistics 2011-05-05 Hyokun Yun

Historically, much research and development in human computer interaction has focused on atomic and generalizable tasks, where task completion time indicates productivity. However, the emergence of competitive games and esports reminds us…

Human-Computer Interaction · Computer Science 2025-07-09 Ben Boudaoud , Josef Spjut , Joohwan Kim , Arjun Madhusudan , Benjamin Watson

Context. The game industry is increasingly growing in recent years. Every day, millions of people play video games, not only as a hobby, but also for professional competitions (e.g., e-sports or speed-running) or for making business by…

Software Engineering · Computer Science 2022-04-11 Emanuela Guglielmi , Simone Scalabrino , Gabriele Bavota , Rocco Oliveto

Technology has had an unquestionable impact on the way people watch sports. Along with this technological evolution has come a higher standard to ensure a good viewing experience for the casual sports fan. It can be argued that the…

Applications · Statistics 2011-10-12 Gagan Sidhu

Computer vision based object tracking has been used to annotate and augment sports video. For sports learning and training, video replay is often used in post-match review and training review for tactical analysis and movement analysis. For…

Computer Vision and Pattern Recognition · Computer Science 2019-07-31 Tzu-Han Hsu , Ching-Hsuan Chen , Nyan Ping Ju , Tsì-Uí İk , Wen-Chih Peng , Chih-Chuan Wang , Yu-Shuen Wang , Yuan-Hsiang Lin , Yu-Chee Tseng , Jiun-Long Huang , Yu-Tai Ching

Understanding player strategies is a key question when analyzing player behavior both for academic researchers and industry practitioners. For game designers and game user researchers, it is important to gauge the distance between intended…

Human-Computer Interaction · Computer Science 2021-06-28 Truong-Huy Dinh Nguyen , Magy Seif El-Nasr , Alessandro Canossa

The immense popularity of racket sports has fueled substantial demand in tactical analysis with broadcast videos. However, existing manual methods require laborious annotation, and recent attempts leveraging video perception models are…

Computer Vision and Pattern Recognition · Computer Science 2024-02-27 Yuchen He , Zeqing Yuan , Yihong Wu , Liqi Cheng , Dazhen Deng , Yingcai Wu

Sports game data is becoming increasingly complex, often consisting of multivariate data such as player performance stats, historical team records, and athletes' positional tracking information. While numerous visual analytics systems have…

Human-Computer Interaction · Computer Science 2022-09-02 Tica Lin , Zhutian Chen , Yalong Yang , Daniele Chiappalupi , Johanna Beyer , Hanspeter Pfister

Game economy design significantly shapes the player experience and progression speed. Modern game economies are becoming increasingly complex and can be very sensitive to even minor numerical adjustments, which may have an unexpected impact…

Neural and Evolutionary Computing · Computer Science 2024-09-10 Florian Rupp , Kai Eckert

The development of video game streaming has grown rapidly, with major platforms such as YouTube and Twitch using different codecs. To support quality assessment models that work consistently across any codec, it is necessary to have access…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Rajesh Sureddi , Shreshth Saini , Avinab Saha , Alan C. Bovik

Esports, a sports competition on video games, has become one of the most important sporting events. Although esports play logs have been accumulated, only a small portion of them accompany text commentaries for the audience to retrieve and…

Computation and Language · Computer Science 2024-10-10 Zihan Wang , Naoki Yoshinaga

The increasing number of spectators and players in e-sports, along with the development of optimized communication solutions and cloud computing technology, has motivated the constant growth of the online game industry. Even though…

Artificial Intelligence · Computer Science 2025-10-23 Silvia García-Méndez , Francisco de Arriba-Pérez

Real-time graphics is commonly thought of as anything exceeding about 30 fps, where the interactivity of the application becomes fluid enough for high rates of interaction. Inspired by esports and competitive gaming, where players regularly…

Graphics · Computer Science 2022-09-01 Josef Spjut , Arjun Madhusudan , Benjamin Watson , Ben Boudaoud , Joohwan Kim

Visualizing data in sports videos is gaining traction in sports analytics, given its ability to communicate insights and explicate player strategies engagingly. However, augmenting sports videos with such data visualizations is challenging,…

Human-Computer Interaction · Computer Science 2024-05-14 Chen Zhu-Tian , Shuainan Ye , Xiangtong Chu , Haijun Xia , Hui Zhang , Huamin Qu , Yingcai Wu

Stacking (or stacked generalization) is an ensemble learning method with one main distinctiveness from the rest: even though several base models are trained on the original data set, their predictions are further used as input data for one…

Machine Learning · Computer Science 2024-04-19 Ilya Ploshchik , Angelos Chatzimparmpas , Andreas Kerren

This paper introduces a novel visual analytics approach, DCPViz, to enable climate scientists to explore massive climate data interactively without requiring the upfront movement of massive data. Thus, climate scientists are afforded more…

Human-Computer Interaction · Computer Science 2022-11-21 Abdullah-Al-Raihan Nayeem , Huikyo Lee , Dongyun Han , Mohammad Elshambakey , William J. Tolone , Todd Dobbs , Daniel Crichton , Isaac Cho

Tennis is one of the most widely followed sports, generating extensive broadcast footage with strong potential for professional analysis, automated coaching, and real-time commentary. However, automatic tennis understanding remains…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Zhaoyu Liu , Xi Weng , Lianyu Hu , Zhe Hou , Kan Jiang , Jin Song Dong , Yang Liu