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Sports analytics has captured increasing attention since analysis of the various data enables insights for training strategies, player evaluation, etc. In this paper, we focus on predicting what types of returning strokes will be made, and…

Machine Learning · Computer Science 2023-06-16 Kai-Shiang Chang , Wei-Yao Wang , Wen-Chih Peng

Multi-person event recognition is a challenging task, often with many people active in the scene but only a small subset contributing to an actual event. In this paper, we propose a model which learns to detect events in such videos while…

Computer Vision and Pattern Recognition · Computer Science 2016-03-18 Vignesh Ramanathan , Jonathan Huang , Sami Abu-El-Haija , Alexander Gorban , Kevin Murphy , Li Fei-Fei

Activity recognition in sport is an attractive field for computer vision research. Game, player and team analysis are of great interest and research topics within this field emerge with the goal of automated analysis. The very specific…

Computer Vision and Pattern Recognition · Computer Science 2014-04-28 Georg Waltner , Thomas Mauthner , Horst Bischof

Most natural videos contain numerous events. For example, in a video of a "man playing a piano", the video might also contain "another man dancing" or "a crowd clapping". We introduce the task of dense-captioning events, which involves both…

Computer Vision and Pattern Recognition · Computer Science 2017-05-03 Ranjay Krishna , Kenji Hata , Frederic Ren , Li Fei-Fei , Juan Carlos Niebles

When training deep neural networks, it is typically assumed that the training examples are uniformly difficult to learn. Or, to restate, it is assumed that the training error will be uniformly distributed across the training examples. Based…

Machine Learning · Computer Science 2015-10-09 Andrew J. R. Simpson

Computer vision and video understanding have transformed sports analytics by enabling large-scale, automated analysis of game dynamics from broadcast footage. Despite significant advances in player and ball tracking, pose estimation, action…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Arnau Barrera Roy , Albert Clapés Sintes

Spin plays a pivotal role in ball-based sports. Estimating spin becomes a key skill due to its impact on the ball's trajectory and bouncing behavior. Spin cannot be observed directly, making it inherently challenging to estimate. In table…

Computer Vision and Pattern Recognition · Computer Science 2024-04-16 Thomas Gossard , Julian Krismer , Andreas Ziegler , Jonas Tebbe , Andreas Zell

Sports video data is recorded for nearly every major tournament but remains archived and inaccessible to large scale data mining and analytics. It can only be viewed sequentially or manually tagged with higher-level labels which is time…

Computer Vision and Pattern Recognition · Computer Science 2017-12-27 Anurag Ghosh , Suriya Singh , C. V. Jawahar

With the rapid development of electronic science and technology, the research on wearable devices is constantly updated, but for now, it is not comprehensive for wearable devices to recognize and analyze the movement of specific sports.…

Signal Processing · Electrical Eng. & Systems 2023-09-15 Zhuo-yong Shi , Ye-tao Jia , Ke-xin Zhang , Ding-han Wang , Long-meng Ji , Yong Wu

Identifying mobility behaviors in rich trajectory data is of great economic and social interest to various applications including urban planning, marketing and intelligence. Existing work on trajectory clustering often relies on similarity…

Machine Learning · Computer Science 2020-03-04 Mingxuan Yue , Yaguang Li , Haoze Yang , Ritesh Ahuja , Yao-Yi Chiang , Cyrus Shahabi

This paper addresses the challenge of automated sports video analysis, which has traditionally been limited by computationally intensive models requiring server-side processing and lacking fine-grained understanding of athletic movements.…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Sai Varun Kodathala , Yashwanth Reddy Vutukoori , Rakesh Vunnam

Student performance prediction - where a machine forecasts the future performance of students as they interact with online coursework - is a challenging problem. Reliable early-stage predictions of a student's future performance could be…

Machine Learning · Computer Science 2018-04-23 Byung-Hak Kim , Ethan Vizitei , Varun Ganapathi

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

This paper presents a human gait data collection for analysis and activity recognition consisting of continues recordings of combined activities, such as walking, running, taking stairs up and down, sitting down, and so on; and the data…

Computers and Society · Computer Science 2017-07-12 Roman Chereshnev , Attila Kertesz-Farkas

Motion blur reduces the clarity of fast-moving objects, posing challenges for detection systems, especially in racket sports, where balls often appear as streaks rather than distinct points. Existing labeling conventions mark the ball at…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Thomas Gossard , Filip Radovic , Andreas Ziegler , Andreas Zell

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 2023-07-28 Emanuela Guglielmi , Simone Scalabrino , Gabriele Bavota , Rocco Oliveto

Aggressive driving (i.e., car drifting) is a dangerous behavior that puts human safety and life into a significant risk. This behavior is considered as an anomaly concerning the regular traffic in public transportation roads. Recent…

Computer Vision and Pattern Recognition · Computer Science 2020-04-28 Alam Noor , Bilel Benjdira , Adel Ammar , Anis Koubaa

Hand gesture understanding is essential for several applications in human-computer interaction, including automatic clinical assessment of hand dexterity. While deep learning has advanced static gesture recognition, dynamic gesture…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Gianluca Amprimo , Alberto Ancilotto , Alessandro Savino , Fabio Quazzolo , Claudia Ferraris , Gabriella Olmo , Elisabetta Farella , Stefano Di Carlo

We present a new dataset and benchmark with the goal of advancing research in the intersection of brain activities and eye movements. Our dataset, EEGEyeNet, consists of simultaneous Electroencephalography (EEG) and Eye-tracking (ET)…

Signal Processing · Electrical Eng. & Systems 2021-11-11 Ard Kastrati , Martyna Beata Płomecka , Damián Pascual , Lukas Wolf , Victor Gillioz , Roger Wattenhofer , Nicolas Langer

From video streaming to security and surveillance applications, video data play an important role in our daily living today. However, managing a large amount of video data and retrieving the most useful information for the user remain a…

Computer Vision and Pattern Recognition · Computer Science 2019-06-28 Lei Wang , Du Q. Huynh , Moussa Reda Mansour