A Simplified CNNs Visual Perception Learning Network Algorithm for Foods Recognition

doi:10.1016/j.compeleceng.2021.107152

	A Simplified CNNs Visual Perception Learning Network Algorithm for Foods Recognition
	Xiao, Limei; Lan, Tian; Xu, Dayou; Gao, Weizhe; Li, Ce
	2021-06
发表期刊	Computers and Electrical Engineering
ISSN	0045-7906
卷号	92
摘要	With improvements in human living standard, people's demands on food quality are getting higher and higher. Effective food recognition algorithms are needed to obtain more useful food information. In order to solve the problem of low accuracy and slow speed of food recognition algorithms, a new food recognition algorithm based on CNN algorithm is proposed. First, the proposed algorithm preprocess the food images which are collected from the internet. And then use the traditional convolution extract the features from food images. The jumping convolution which is designed in this paper to extract food features jumping and combines the features from traditional convolutions. This algorithm cannot only solve the food recognition problem effectively, but also reduce the calculation parameters. Compared with the experimental results of other deep learning networks, the proposed algorithm has a good effect, and can recognize the food quickly and reduce the training time. © 2021 Elsevier Ltd
关键词	Deep learning Learning algorithms CNN Food image Food quality Jumping convolution Learning network Living standards Network algorithms Recognition Recognition algorithm Visual perception
DOI	10.1016/j.compeleceng.2021.107152
收录类别	EI ; SCIE
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Hardware & Architecture ; Computer Science, Interdisciplinary Applications ; Engineering, Electrical & Electronic
WOS记录号	WOS:000663708700018
出版者	Elsevier Ltd
EI入藏号	20211910320656
EI主题词	Convolution
EI分类号	461.4 Ergonomics and Human Factors Engineering ; 716.1 Information Theory and Signal Processing ; 723.4.2 Machine Learning
来源库	WOS
引用统计	被引频次：9[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/148464
专题	电气工程与信息工程学院
通讯作者	Li, Ce
作者单位	Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Peoples R China
第一作者单位	电气工程与信息工程学院
通讯作者单位	电气工程与信息工程学院
第一作者的第一单位	电气工程与信息工程学院
推荐引用方式 GB/T 7714	Xiao, Limei,Lan, Tian,Xu, Dayou,et al. A Simplified CNNs Visual Perception Learning Network Algorithm for Foods Recognition[J]. Computers and Electrical Engineering,2021,92.
APA	Xiao, Limei,Lan, Tian,Xu, Dayou,Gao, Weizhe,&Li, Ce.(2021).A Simplified CNNs Visual Perception Learning Network Algorithm for Foods Recognition.Computers and Electrical Engineering,92.
MLA	Xiao, Limei,et al."A Simplified CNNs Visual Perception Learning Network Algorithm for Foods Recognition".Computers and Electrical Engineering 92(2021).