A Binarized Segmented ResNet Based on Edge Computing for Re-Identification

doi:10.3390/s20236902

	A Binarized Segmented ResNet Based on Edge Computing for Re-Identification
	Chen, Yanming 1; Yang, Tianbo 1; Li, Chao 2; Zhang, Yiwen 1
	2020-12-01
发表期刊	SENSORS
卷号	20 期号:23 页码:19
摘要	With the advent of the Internet of Everything, more and more devices are connected to the Internet every year. In major cities, in order to maintain normal social order, the demand for deployed cameras is also increasing. In terms of public safety, person Re-Identification (ReID) can play a big role. However, the current methods of ReID are to transfer the collected pedestrian images to the cloud for processing, which will bring huge communication costs. In order to solve this problem, we combine the recently emerging edge computing and use the edge to combine the end devices and the cloud to implement our proposed binarized segmented ResNet. Our method is mainly to divide a complete ResNet into three parts, corresponding to the end devices, the edge, and the cloud. After joint training, the corresponding segmented sub-network is deployed to the corresponding side, and inference is performed to realize ReID. In our experiments, we compared some traditional ReID methods in terms of accuracy and communication overhead. It can be found that our method can greatly reduce the communication cost on the basis of basically not reducing the recognition accuracy of ReID. In general, the communication cost can be reduced by four to eight times.
关键词	binary neural network cloud computing edge computing person Re-Identification end devices
DOI	10.3390/s20236902
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[61802001] ; National Natural Science Foundation of China[61702487]
WOS研究方向	Chemistry ; Engineering ; Instruments & Instrumentation
WOS类目	Chemistry, Analytical ; Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS记录号	WOS:000597540700001
出版者	MDPI
引用统计	被引频次：10[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/16606
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Zhang, Yiwen
作者单位	1.Anhui Univ, Sch Comp Sci, Hefei 230601, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Chen, Yanming,Yang, Tianbo,Li, Chao,et al. A Binarized Segmented ResNet Based on Edge Computing for Re-Identification[J]. SENSORS,2020,20(23):19.
APA	Chen, Yanming,Yang, Tianbo,Li, Chao,&Zhang, Yiwen.(2020).A Binarized Segmented ResNet Based on Edge Computing for Re-Identification.SENSORS,20(23),19.
MLA	Chen, Yanming,et al."A Binarized Segmented ResNet Based on Edge Computing for Re-Identification".SENSORS 20.23(2020):19.