A comprehensive review of computer vision in sports: Open issues, future trends and research directions

BT Naik, MF Hashmi, ND Bokde - Applied Sciences, 2022 - mdpi.com
Recent developments in video analysis of sports and computer vision techniques have
achieved significant improvements to enable a variety of critical operations. To provide …

A survey on location and motion tracking technologies, methodologies and applications in precision sports

J Liu, G Huang, J Hyyppä, J Li, X Gong… - Expert Systems with …, 2023 - Elsevier
Sports involve commonly players and equipment of high dynamics. Their location and
motion data are essential for sports digitalization-related applications, such as from …

Deepsportradar-v1: Computer vision dataset for sports understanding with high quality annotations

G Van Zandycke, V Somers, M Istasse… - Proceedings of the 5th …, 2022 - dl.acm.org
With the recent development of Deep Learning applied to Computer Vision, sport video
understanding has gained a lot of attention, providing much richer information for both sport …

Use of deep learning in soccer videos analysis: survey

S Akan, S Varlı - Multimedia Systems, 2023 - Springer
The demand for video analysis has been rapidly increasing in the last decade. Video
analysis plays a critical role in various technologies, including medical diagnosis, security …

YOLO-ReT: Towards high accuracy real-time object detection on edge GPUs

P Ganesh, Y Chen, Y Yang, D Chen… - Proceedings of the …, 2022 - openaccess.thecvf.com
Performance of object detection models has been growing rapidly on two major fronts,
model accuracy and efficiency. However, in order to map deep neural network (DNN) based …

A survey of deep learning in sports applications: Perception, comprehension, and decision

Z Zhao, W Chai, S Hao, W Hu, G Wang, S Cao… - arXiv preprint arXiv …, 2023 - arxiv.org
Deep learning has the potential to revolutionize sports performance, with applications
ranging from perception and comprehension to decision. This paper presents a …

A deep learning ball tracking system in soccer videos

PR Kamble, AG Keskar, KM Bhurchandi - Opto-Electronics Review, 2019 - Elsevier
Increasing interest, enthusiasm of sport lovers, and economics involved offer high
importance to sports video recording and analysis. Being crucial for decision making, ball …

Data-driven analysis for understanding team sports behaviors

K Fujii - Journal of Robotics and Mechatronics, 2021 - jstage.jst.go.jp
Understanding the principles of real-world biological multi-agent behaviors is a current
challenge in various scientific and engineering fields. The rules regarding the real-world …

Improved soccer action spotting using both audio and video streams

B Vanderplaetse, S Dupont - Proceedings of the IEEE/CVF …, 2020 - openaccess.thecvf.com
In this paper, we propose a study on multi-modal (audio and video) action spotting and
classification in soccer videos. Action spotting and classification are the tasks that consist in …

DeepPlayer-track: player and referee tracking with jersey color recognition in soccer

BT Naik, MF Hashmi, ZW Geem, ND Bokde - IEEE Access, 2022 - ieeexplore.ieee.org
In real-world sports video analysis, identity switching caused by inter-object interactions is
still a major difficulty for multi-player tracking. Due to similar appearances of players on the …