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Player tracking data have provided great opportunities to generate novel insights into understudied areas of American football, such as pre-snap motion. Using a Bayesian multilevel model with heterogeneous variances, we provide an…

应用统计 · 统计学 2025-02-25 Quang Nguyen , Ronald Yurko

A new approach in team sports analysis consists in studying positioning and movements of players during the game in relation to team performance. State of the art tracking systems produce spatio-temporal traces of players that have…

应用统计 · 统计学 2017-07-06 Rodolfo Metulini , Marica Manisera , Paola Zuccolotto

The purpose of this research is to create a machine learning-based smart coaching approach for football that can replace manual analysis with real-time feedback for trainers. In-depth analysis of football player data by humans is…

信号处理 · 电气工程与系统科学 2023-02-08 Rahman Sahinler , Omer Burak Goktas , Berkay Mumcu , Damla Sen , Feyza Kocaturk , Huseyin Uvet

Several performance metrics for quantifying the in-game performances of individual football players have been proposed in recent years. Although the majority of the on-the-ball actions during games constitutes of passes, many of the…

应用统计 · 统计学 2018-10-05 Lotte Bransen , Jan Van Haaren

Our aim is to develop a better understanding of how the Point of Release (PoR) of a ball affects the perception of animated throwing motions. We present the results of a perceptual study where participants viewed animations of a virtual…

图形学 · 计算机科学 2022-08-12 Goksu Yamac , Carol O'Sullivan

This article solves an optimal control problem arising in attitude control of a spacecraft under state and control constraints. We first derive the discrete-time attitude dynamics by employing discrete mechanics. The orientation transfer,…

系统与控制 · 计算机科学 2017-11-27 Karmvir Singh Phogat , Debasish Chatterjee , Ravi Banavar

A quest for uncovering influence of behaviour on team performance involves understanding individual behaviour, interactions with others and environment, variations across groups, and effects of interventions. Although insights into each of…

物理与社会 · 物理学 2025-04-11 Hidemasa Ishii , Yohei Takai , Yuichiro Marui , Yoshihiro Yamazaki , Yusuke Kato , Hiroshi Kori

Motion capture (MoCap) data from wearable Inertial Measurement Units (IMUs) is vital for applications in sports science, but its utility is often compromised by missing data. Despite numerous imputation techniques, a systematic performance…

机器学习 · 计算机科学 2025-07-15 Mahmoud Bekhit , Ahmad Salah , Ahmed Salim Alrawahi , Tarek Attia , Ahmed Ali , Esraa Eldesokey , Ahmed Fathalla

Multi-object tracking in sports scenes plays a critical role in gathering players statistics, supporting further analysis, such as automatic tactical analysis. Yet existing MOT benchmarks cast little attention on the domain, limiting its…

计算机视觉与模式识别 · 计算机科学 2023-04-14 Yutao Cui , Chenkai Zeng , Xiaoyu Zhao , Yichun Yang , Gangshan Wu , Limin Wang

Recent advances in deep learning have led to more studies to enhance golfers' shot precision. However, these existing studies have not quantitatively established the relationship between swing posture and ball trajectory, limiting their…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Seunghyeon Jung , Seoyoung Hong , Jiwoo Jeong , Seungwon Jeong , Jaerim Choi , Hoki Kim , Woojin Lee

Traditional NBA player evaluation metrics are based on scoring differential or some pace-adjusted linear combination of box score statistics like points, rebounds, assists, etc. These measures treat performances with the outcome of the game…

应用统计 · 统计学 2023-09-21 Sameer K. Deshpande , Shane T. Jensen

Multi-object tracking, player identification, and pose estimation are fundamental components of sports analytics, essential for analyzing player movements, performance, and tactical strategies. However, existing datasets and methodologies…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Kazuhiro Yamada , Li Yin , Qingrui Hu , Ning Ding , Shunsuke Iwashita , Jun Ichikawa , Kiwamu Kotani , Calvin Yeung , Keisuke Fujii

Classifying fine-grained actions in fast-paced, close-combat sports such as fencing and boxing presents unique challenges due to the complexity, speed, and nuance of movements. Traditional methods reliant on pose estimation or fancy sensor…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Christopher Lai , Jason Mo , Haotian Xia , Yuan-fang Wang

Recent advances in immersive technology have opened new possibilities in sports training, especially for activities requiring precise motor skills, such as tennis. In this paper, we present a virtual reality (VR) tennis training system…

人机交互 · 计算机科学 2025-04-23 Ryan Najami , Rami Ghannam

Precise Event Spotting (PES) in sports videos requires frame-level recognition of fine-grained actions from single-camera footage. Existing PES models typically incorporate lightweight temporal modules such as the Gate Shift Module (GSM) or…

计算机视觉与模式识别 · 计算机科学 2025-12-05 Hao Xu , Xinyu Wei , Sam Wells , Sunil Aryal

This study offers an interdisciplinary approach to movement technique analysis, designed to deal with intensive interaction between an environment and a trainee. The free-fall stage of skydiving is investigated, when aerial maneuvers are…

系统与控制 · 电气工程与系统科学 2022-01-19 Anna Clarke , Per Olof Gutman

In the domain of the Soccer simulation 2D league of the RoboCup project, appropriate player positioning against a given opponent team is an important factor of soccer team performance. This work proposes a model which decides the strategy…

人工智能 · 计算机科学 2016-06-06 Jordan Henrio , Thomas Henn , Tomoharu Nakashima , Hidehisa Akiyama

Ball trajectory data are one of the most fundamental and useful information in the evaluation of players' performance and analysis of game strategies. Although vision-based object tracking techniques have been developed to analyze sport…

机器学习 · 计算机科学 2019-07-09 Yu-Chuan Huang , I-No Liao , Ching-Hsuan Chen , Tsì-Uí İk , Wen-Chih Peng

Soccer is a sport played on a pitch where effective use of space is crucial. Decision-making during transitions, when possession switches between teams, has been increasingly important, but research on space evaluation in these moments has…

应用统计 · 统计学 2025-05-22 Yohei Ogawa , Rikuhei Umemoto , Keisuke Fujii

Multi-Object Tracking over humans has improved rapidly with the development of object detection and re-identification. However, multi-actor tracking over humans with similar appearance and nonlinear movement can still be very challenging…

计算机视觉与模式识别 · 计算机科学 2022-09-28 Hsiang-Wei Huang , Cheng-Yen Yang , Jenq-Neng Hwang , Pyong-Kun Kim , Kwangju Kim , Kyoungoh Lee