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Tracking and identifying players is a fundamental step in computer vision-based ice hockey analytics. The data generated by tracking is used in many other downstream tasks, such as game event detection and game strategy analysis. Player…

计算机视觉与模式识别 · 计算机科学 2021-12-06 Kanav Vats , Pascale Walters , Mehrnaz Fani , David A. Clausi , John Zelek

Tracking people in a video sequence is a challenging task that has been approached from many perspectives. This task becomes even more complicated when the person to track is a player in a broadcasted sport event, the reasons being the…

计算机视觉与模式识别 · 计算机科学 2020-03-11 Roberto L. Castro , Diego Andrade , Basilio Fraguela

American football games attract significant worldwide attention every year. Identifying players from videos in each play is also essential for the indexing of player participation. Processing football game video presents great challenges…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Hongshan Liu , Colin Aderon , Noah Wagon , Abdul Latif Bamba , Xueshen Li , Huapu Liu , Steven MacCall , Yu Gan

Multi Object Tracking (MOT) in ice hockey pursues the combined task of localizing and associating players across a given sequence to maintain their identities. Tracking players from monocular broadcast feeds is an important computer vision…

计算机视觉与模式识别 · 计算机科学 2024-05-24 Harish Prakash , Jia Cheng Shang , Ken M. Nsiempba , Yuhao Chen , David A. Clausi , John S. Zelek

We present a deep recurrent convolutional neural network (CNN) approach to solve the problem of hockey player identification in NHL broadcast videos. Player identification is a difficult computer vision problem mainly because of the…

计算机视觉与模式识别 · 计算机科学 2020-09-15 Alvin Chan , Martin D. Levine , Mehrsan Javan

Identifying players in video is a foundational step in computer vision-based sports analytics. Obtaining player identities is essential for analyzing the game and is used in downstream tasks such as game event recognition. Transformers are…

计算机视觉与模式识别 · 计算机科学 2022-05-02 Kanav Vats , William McNally , Pascale Walters , David A. Clausi , John S. Zelek

Jersey number recognition is an important task in sports video analysis, partly due to its importance for long-term player tracking. It can be viewed as a variant of scene text recognition. However, there is a lack of published attempts to…

计算机视觉与模式识别 · 计算机科学 2024-05-24 Maria Koshkina , James H. Elder

Puck localization is an important problem in ice hockey video analytics useful for analyzing the game, determining play location, and assessing puck possession. The problem is challenging due to the small size of the puck, excessive motion…

计算机视觉与模式识别 · 计算机科学 2021-05-25 Kanav Vats , Mehrnaz Fani , David A. Clausi , John Zelek

Player tracking data remains out of reach for many professional football teams as their video feeds are not sufficiently high quality for computer vision technologies to be used. To help bridge this gap, we present a method that can…

计算机视觉与模式识别 · 计算机科学 2023-11-27 Matthew J. Penn , Christl A. Donnelly , Samir Bhatt

Tracking players in sports videos is commonly done in a tracking-by-detection framework, first detecting players in each frame, and then performing association over time. While for some sports tracking players is sufficient for game…

计算机视觉与模式识别 · 计算机科学 2021-04-27 Yang Liu , Luiz G. Hafemann , Michael Jamieson , Mehrsan Javan

Recent developments in video analysis of sports and computer vision techniques have achieved significant improvements to enable a variety of critical operations. To provide enhanced information, such as detailed complex analysis in sports…

计算机视觉与模式识别 · 计算机科学 2022-05-02 Banoth Thulasya Naik , Mohammad Farukh Hashmi , Neeraj Dhanraj Bokde

Tracking sports players is a widely challenging scenario, specially in single-feed videos recorded in tight courts, where cluttering and occlusions cannot be avoided. This paper presents an analysis of several geometric and semantic visual…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Adrià Arbués-Sangüesa , Coloma Ballester , Gloria Haro

Sports analysis has gained paramount importance for coaches, scouts, and fans. Recently, computer vision researchers have taken on the challenge of collecting the necessary data by proposing several methods of automatic player and ball…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Pegah Rahimian , Laszlo Toka

One of the requirements for team sports analysis is to track and recognize players. Many tracking and reidentification methods have been proposed in the context of video surveillance. They show very convincing results when tested on public…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Adrien Maglo , Astrid Orcesi , Quoc-Cuong Pham

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

Tracking the ball is critical for video-based analysis of team sports. However, it is difficult, especially in low-resolution images, due to the small size of the ball, its speed that creates motion blur, and its often being occluded by…

计算机视觉与模式识别 · 计算机科学 2015-12-02 Andrii Maksai , Xinchao Wang , Pascal Fua

In team sports analytics, long-term player tracking remains a challenging task due to player appearance similarity, occlusion, and dynamic motion patterns. Accurately re-identifying players and reconnecting tracklets after extended absences…

计算机视觉与模式识别 · 计算机科学 2025-03-03 Maria Koshkina , James H. Elder

This research focuses on real-time monitoring and analysis of track and field athletes, addressing the limitations of traditional monitoring systems in terms of real-time performance and accuracy. We propose an IoT-optimized system that…

机器学习 · 计算机科学 2024-11-12 Xiaowei Tang , Bin Long , Li Zhou

The paper presents a multi-camera tracking method intended for tracking soccer players in long shot video recordings from multiple calibrated cameras installed around the playing field. The large distance to the camera makes it difficult to…

计算机视觉与模式识别 · 计算机科学 2022-11-07 Jacek Komorowski , Grzegorz Kurzejamski

In a soccer game, the information provided by detecting and tracking brings crucial clues to further analyze and understand some tactical aspects of the game, including individual and team actions. State-of-the-art tracking algorithms…

计算机视觉与模式识别 · 计算机科学 2020-11-23 Samuel Hurault , Coloma Ballester , Gloria Haro
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