A NEW FACE FEATURE EXTRACTION METHOD BASED ON FUSING LBP AND DBNS FEATURES

	A NEW FACE FEATURE EXTRACTION METHOD BASED ON FUSING LBP AND DBNS FEATURES
	Wang, Yan; Wang, Yunyun
	2016-08-01
发表期刊	INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
ISSN	1349-4198
卷号	12 期号:4 页码:1353-1364
摘要	Deep Belief Networks (DBNs) method ignores the image local structure and is difficult to learn the local characteristics of face image, the network training time is also too long to make full use of the facial texture feature and reduce the bad influence of illumination, and a novel method by fusing Local Binary Pattern (LBP) and DBNs features is proposed in this paper. In this method, the LBP feature is as the input of the DBNs. Furthermore, in order to accelerate the training speed of DBNs, the Extreme Learning Machine (ELM) is introduced into the network training process. Finally, the training network is used to classify and recognize. Experiments on ORL and FERET face databases with different resolution demonstrate that the proposed method is better than other relevant methods.
关键词	Feature extraction Deep Belief Networks LBP Extreme Learning Machine
收录类别	ESCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000406133800023
出版者	ICIC INTERNATIONAL
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/155686
专题	兰州理工大学
通讯作者	Wang, Yan
作者单位	Lanzhou Univ Technol, Sch Comp & Commun, 287 Langongping Rd, Lanzhou 730050, Gansu, Peoples R China
第一作者单位	兰州理工大学
通讯作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Wang, Yan,Wang, Yunyun. A NEW FACE FEATURE EXTRACTION METHOD BASED ON FUSING LBP AND DBNS FEATURES[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,2016,12(4):1353-1364.
APA	Wang, Yan,&Wang, Yunyun.(2016).A NEW FACE FEATURE EXTRACTION METHOD BASED ON FUSING LBP AND DBNS FEATURES.INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,12(4),1353-1364.
MLA	Wang, Yan,et al."A NEW FACE FEATURE EXTRACTION METHOD BASED ON FUSING LBP AND DBNS FEATURES".INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL 12.4(2016):1353-1364.