Algorithm for Target Detection in Smart City Combined with Depth Learning and Feature Extraction
Joint Authors
Ni, Weichuan
Xu, Zhiming
Li, Jiaqi
Wang, Feng
Qiu, Zemin
Luo, YiLan
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-05
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Information Technology and Computer Science
Abstract EN
The target detection algorithms have the problems of low detection accuracy and susceptibility to occlusion in existing smart cities.
In response to this phenomenon, this paper presents an algorithm for target detection in a smart city combined with depth learning and feature extraction.
It proposes an adaptive strategy is introduced to optimize the algorithm search windows based on the traditional SSD algorithm, which according to the target operating conditions change, strengthening the algorithm to enhance the accuracy of the objective function which is combined with the weighted correlation feature fusion method, and this method is a combination of appearance depth features and depth features.
Experimental results show that this algorithm has a better antiblocking ability and detection accuracy compared with the conventional SSD algorithms.
In addition, it has better stability in a changing environment.
American Psychological Association (APA)
Wang, Feng& Xu, Zhiming& Qiu, Zemin& Ni, Weichuan& Li, Jiaqi& Luo, YiLan. 2020. Algorithm for Target Detection in Smart City Combined with Depth Learning and Feature Extraction. Wireless Communications and Mobile Computing،Vol. 2020, no. 2020, pp.1-7.
https://search.emarefa.net/detail/BIM-1214874
Modern Language Association (MLA)
Wang, Feng…[et al.]. Algorithm for Target Detection in Smart City Combined with Depth Learning and Feature Extraction. Wireless Communications and Mobile Computing No. 2020 (2020), pp.1-7.
https://search.emarefa.net/detail/BIM-1214874
American Medical Association (AMA)
Wang, Feng& Xu, Zhiming& Qiu, Zemin& Ni, Weichuan& Li, Jiaqi& Luo, YiLan. Algorithm for Target Detection in Smart City Combined with Depth Learning and Feature Extraction. Wireless Communications and Mobile Computing. 2020. Vol. 2020, no. 2020, pp.1-7.
https://search.emarefa.net/detail/BIM-1214874
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214874