Accurate recognition of heterogeneous features in super resolution image visualization based on voice remote control system

doi:10.1007/s10772-021-09892-2

	Accurate recognition of heterogeneous features in super resolution image visualization based on voice remote control system
	Wang, Xuyang; Liu, Shijian
	2021-10-18
发表期刊	INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY
ISSN	1381-2416
摘要	In the voice remote control system, the output of recognition accuracy is unstable due to the insufficient reconstruction of image resolution in the traditional image feature recognition. In order to solve the above problems, this paper proposes an image heterogeneous feature recognition method based on principal component analysis and convolution neural network. According to the shock response in the process of image super-resolution processing, the feasible region of super-resolution image reconstruction is established, and the image is reconstructed in the feasible region to achieve high-resolution image display. Principal component analysis (PCA) is used to reduce the dimension of super-resolution image, and the recognition of heterogeneous features of image is realized in convolution neural network. The performance of the proposed method is verified by comparative experiments. The results show that the accuracy of the heterogeneous feature recognition method is 94.26%, and the average recognition time is 7.8 s.
关键词	Super resolution image Heterogeneous features Feature recognition Convolution neural network PCA Dimension reduction
DOI	10.1007/s10772-021-09892-2
收录类别	ESCI
语种	英语
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000708357400006
出版者	SPRINGER
来源库	WOS
引用统计	无
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/150119
专题	兰州理工大学
通讯作者	Liu, Shijian
作者单位	Lanzhou Univ Technol, Coll Comp & Commun, Lanzhou, Peoples R China
第一作者单位	计算机与通信学院
通讯作者单位	计算机与通信学院
第一作者的第一单位	计算机与通信学院
推荐引用方式 GB/T 7714	Wang, Xuyang,Liu, Shijian. Accurate recognition of heterogeneous features in super resolution image visualization based on voice remote control system[J]. INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY,2021.
APA	Wang, Xuyang,&Liu, Shijian.(2021).Accurate recognition of heterogeneous features in super resolution image visualization based on voice remote control system.INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY.
MLA	Wang, Xuyang,et al."Accurate recognition of heterogeneous features in super resolution image visualization based on voice remote control system".INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY (2021).

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