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Camera-based Basketball Scoring Detection Using Convolutional Neural Network

文献类型：期刊论文

作者Xu-Bo Fu2
刊名International Journal of Automation and Computing
出版日期2021
卷号18期号:2页码:266-276
关键词Computer vision convolutional neural network (CCN) frame difference motion detection object detection real-time system
ISSN号1476-8186
DOI10.1007/s11633-020-1259-7
英文摘要Recently, deep learning methods have been applied in many real scenarios with the development of convolutional neural networks (CNNs). In this paper, we introduce a camera-based basketball scoring detection (BSD) method with CNN based object detection and frame difference-based motion detection. In the proposed BSD method, the videos of the basketball court are taken as inputs. Afterwards, the real-time object detection, i.e., you only look once (YOLO) model, is implemented to locate the position of the basketball hoop. Then, the motion detection based on frame difference is utilized to detect whether there is any object motion in the area of the hoop to determine the basketball scoring condition. The proposed BSD method runs in real-time with satisfactory basketball scoring detection accuracy. Our experiments on the collected real scenario basketball court videos show the accuracy of the proposed BSD method. Furthermore, several intelligent basketball analysis systems based on the proposed method have been installed at multiple basketball courts in Beijing, and they provide good performance.
源URL[http://ir.ia.ac.cn/handle/173211/44021]  
专题自动化研究所_学术期刊_International Journal of Automation and Computing
作者单位1.North China Electric Power University, Beijing 102206, China
2.Department of Public Physical and Art Education, Zhejiang University, Hangzhou 310058, China
推荐引用方式
GB/T 7714		 Xu-Bo Fu. Camera-based Basketball Scoring Detection Using Convolutional Neural Network[J]. International Journal of Automation and Computing,2021,18(2):266-276.
APA Xu-Bo Fu.(2021).Camera-based Basketball Scoring Detection Using Convolutional Neural Network.International Journal of Automation and Computing,18(2),266-276.
MLA Xu-Bo Fu."Camera-based Basketball Scoring Detection Using Convolutional Neural Network".International Journal of Automation and Computing 18.2(2021):266-276.

入库方式： OAI收割

来源：自动化研究所

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