Quaternion Exponent Moments and Their Invariants for Color Image

被引:15
|
作者
Yang, Hong-ying [1 ]
Liang, Lin-lin [1 ]
Li, Yong-wei [1 ]
Wang, Xiang-yang [1 ]
机构
[1] Liaoning Normal Univ, Sch Comp & Informat Technol, Dalian 116029, Peoples R China
基金
中国国家自然科学基金;
关键词
Color image; quaternion; Exponent moments; quaternion Exponent moments; geometric invariance; color image retrieval; ZERNIKE MOMENTS; RECOGNITION;
D O I
10.3233/FI-2016-1354
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Moments and moment invariants have become a powerful tool in image processing owing to their image description capability and invariance property. But, conventional methods are mainly introduced to deal with the binary or gray-scale images, and the only approaches for color image always have poor color image description capability. Based on Exponent moments (EMs) and quaternion, we introduced the quaternion Exponent moments (QEMs) for describing color images in this paper, which can be seen as the generalization of EMs for gray-level images. It is shown that the QEMs can be obtained from the EMs of each color channel. We derived and analyzed the rotation, scaling, and translation (RST) invariant property of QEMs. We also discussed the problem of color image retrieval using QEMs. Experimental results are provided to illustrate the efficiency of the proposed color image descriptors.
引用
收藏
页码:189 / 205
页数:17
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