Knowledge Commons of Institute of Automation,CAS
Camera-based Basketball Scoring Detection Using Convolutional Neural Network | |
Xu-Bo Fu1; Shao-Long Yue2; De-Yun Pan1 | |
发表期刊 | International Journal of Automation and Computing |
ISSN | 1476-8186 |
2021 | |
卷号 | 18期号:2页码:266-276 |
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. |
关键词 | Computer vision convolutional neural network (CCN) frame difference motion detection object detection real-time system |
DOI | 10.1007/s11633-020-1259-7 |
七大方向——子方向分类 | 其他 |
国重实验室规划方向分类 | 其他 |
是否有论文关联数据集需要存交 | 否 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/44021 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | 1.Department of Public Physical and Art Education, Zhejiang University, Hangzhou 310058, China 2.North China Electric Power University, Beijing 102206, China |
推荐引用方式 GB/T 7714 | Xu-Bo Fu,Shao-Long Yue,De-Yun Pan. 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,Shao-Long Yue,&De-Yun Pan.(2021).Camera-based Basketball Scoring Detection Using Convolutional Neural Network.International Journal of Automation and Computing,18(2),266-276. |
MLA | Xu-Bo Fu,et al."Camera-based Basketball Scoring Detection Using Convolutional Neural Network".International Journal of Automation and Computing 18.2(2021):266-276. |
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IJAC-2020-05-119.pdf(4945KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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