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Image Classification Model Based on Deep Learning in Internet of Things
Joint Authors
Zou, Songshang
Chen, Wenshu
Chen, Hao
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-08
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Information Technology and Computer Science
Abstract EN
In the environment of Internet of Things, the convolutional neural network (CNN) is an important tool and method of image classification.
However, the features that are extracted by each layer of CNN are all high dimensional, and the features differ among the layers.
In addition, these features contain substantial amounts of redundant information.
To prevent the increase in the computational burden and the decline of the model generalization performance that are caused by high dimensionality, this paper proposes an improved image classification algorithm based on deep feature fusion, which designs and builds an 8-layer CNN.
In addition, it reduces the dimensionality of the features via the principal component analysis (PCA) dimensionality reduction algorithm and fuses the features that have undergone dimensionality reduction to make the obtained features more typical and differential.
The experimental results demonstrate that the proposed algorithm improves the performance of the model and achieves satisfactory accuracy.
American Psychological Association (APA)
Zou, Songshang& Chen, Wenshu& Chen, Hao. 2020. Image Classification Model Based on Deep Learning in Internet of Things. Wireless Communications and Mobile Computing،Vol. 2020, no. 2020, pp.1-16.
https://search.emarefa.net/detail/BIM-1214483
Modern Language Association (MLA)
Zou, Songshang…[et al.]. Image Classification Model Based on Deep Learning in Internet of Things. Wireless Communications and Mobile Computing No. 2020 (2020), pp.1-16.
https://search.emarefa.net/detail/BIM-1214483
American Medical Association (AMA)
Zou, Songshang& Chen, Wenshu& Chen, Hao. Image Classification Model Based on Deep Learning in Internet of Things. Wireless Communications and Mobile Computing. 2020. Vol. 2020, no. 2020, pp.1-16.
https://search.emarefa.net/detail/BIM-1214483
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214483