A Simplified CNNs Visual Perception Learning Network Algorithm for Foods Recognition
Xiao, Limei; Lan, Tian; Xu, Dayou; Gao, Weizhe; Li, Ce
2021-06-01
Source PublicationComputers and Electrical Engineering
ISSN0045-7906
Volume92
AbstractWith 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
KeywordDeep learning Learning algorithms CNN Food image Food quality Jumping convolution Learning network Living standards Network algorithms Recognition Recognition algorithm Visual perception
DOI10.1016/j.compeleceng.2021.107152
Indexed ByEI
Language英语
PublisherElsevier Ltd
EI Accession Number20211910320656
EI KeywordsConvolution
EI Classification Number461.4 Ergonomics and Human Factors Engineering ; 716.1 Information Theory and Signal Processing ; 723.4.2 Machine Learning
Document Type期刊论文
Identifierhttp://ir.lut.edu.cn/handle/2XXMBERH/148464
Collection电气工程与信息工程学院
AffiliationCollege of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China
First Author AffilicationLanzhou University of Technology
First Signature AffilicationLanzhou University of Technology
Recommended Citation
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).
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