Quaternion higher-order spectra and their invariants for color image recognition

CORC > 长春光学精密机械与物理研究所 > 中国科学院长春光学精密机械与物理研究所 > 中科院长春光机所知识产出

	Quaternion higher-order spectra and their invariants for color image recognition
	Jia X. N. ; Yang H. ; Ma S. L. ; Song D. Z.
刊名	Optics and Lasers in Engineering
	2014
卷号	57 页码:28-39
ISSN号	ISBN/0143-8166
英文摘要	This paper describes an invariants generation method for color images, which could be a useful tool in color object recognition tasks. First, by using the algebra of quaternions, we introduce the definition of quaternion higher-order spectra (QHOS) in the spatial domain and derive its equivalent form in the frequency domain. Then, QHOS invariants with respect to rotation, translation, and scaling transformations for color images are constructed using the central slice theorem and quaternion bispectral analysis. The feature data are further reduced to a smaller set using quatemion principal component analysis. The proposed method can deal with color images in a holistic manner, and the constructed QHOS invariants are highly immune to background noise. Experimental results show that the extracted QHOS invariants form compact and isolated clusters, and that a simple minimum distance classifier can yield high recognition accuracy. (C) 2014 Elsevier Ltd. All rights reserved.
收录类别	SCI ; EI
语种	英语
内容类型	期刊论文
源URL	[http://ir.ciomp.ac.cn/handle/181722/44302]
专题	长春光学精密机械与物理研究所_中科院长春光机所知识产出
推荐引用方式 GB/T 7714	Jia X. N.,Yang H.,Ma S. L.,et al. Quaternion higher-order spectra and their invariants for color image recognition[J]. Optics and Lasers in Engineering,2014,57:28-39.
APA	Jia X. N.,Yang H.,Ma S. L.,&Song D. Z..(2014).Quaternion higher-order spectra and their invariants for color image recognition.Optics and Lasers in Engineering,57,28-39.
MLA	Jia X. N.,et al."Quaternion higher-order spectra and their invariants for color image recognition".Optics and Lasers in Engineering 57(2014):28-39.