Commutative Quaternion Algebra with Quaternion Fourier Transform-Based Alpha-Rooting Color Image Enhancement

被引:0
作者
Grigoryan, Artyom M. [1 ]
Gomez, Alexis A. [1 ]
机构
[1] Univ Texas San Antonio, Elect & Comp Engn, San Antonio, TX 78249 USA
关键词
color image enhancement; quaternion convolution; quaternion Fourier transform; alpha-rooting; quaternion pyramids; CONTRAST ENHANCEMENT; HISTOGRAM; RETINEX; HYPERCOMPLEX;
D O I
10.3390/computers14020037
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we describe the associative and commutative algebra or the (2,2)-model of quaternions with application in color image enhancement. The method of alpha-rooting, which is based on the 2D quaternion discrete Fourier transform (QDFT) is considered. In the (2,2)-model, the aperiodic convolution of quaternion signals can be calculated by the product of their QDFTs. The concept of linear convolution is simple, that is, it is unique, and the reduction of this operation to the multiplication in the frequency domain makes this model very attractive for processing color images. Note that in the traditional quaternion algebra, which is not commutative, the convolution can be chosen in many different ways, and the number of possible QDFTs is infinite. And most importantly, the main property of the traditional Fourier transform that states that the aperiodic convolution is the product of the transform in the frequency domain is not valid. We describe the main property of the (2,2)-model of quaternions, the quaternion exponential functions and convolution. Three methods of alpha-rooting based on the 2D QDFT are presented, and illustrative examples on color image enhancement are given. The image enhancement measures to estimate the quality of the color images are described. Examples of the alpha-rooting enhancement on different color images are given and analyzed with the known histogram equalization and Retinex algorithms. Our experimental results show that the alpha-rooting method in the quaternion space is one of the most effective methods of color image enhancement. Quaternions allow all colors in each pixel to be processed as a whole, rather than individually as is done in traditional processing methods.
引用
收藏
页数:26
相关论文
共 48 条
  • [31] Content-Based Leukocyte Image Retrieval Ensembling Quaternion Fourier Transform and Gabor-wavelet Features
    Sarkar, Prabir
    Chakraborty, Chandan
    Ghosh, Madhumala
    2012 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA), 2012, : 345 - 350
  • [32] Quaternion-based color image filtering for impulsive noise suppression
    Jin, Lianghai
    Liu, Hong
    Xu, Xiangyang
    Song, Enmin
    JOURNAL OF ELECTRONIC IMAGING, 2010, 19 (04)
  • [33] A quaternion-based spectral clustering method for color image segmentation
    Li, Xiang
    Jin, Lianghai
    Liu, Hong
    He, Zeng
    MIPPR 2011: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS, 2011, 8003
  • [34] Transform-based image enhancement algorithms with performance measure
    Agaian, SS
    Panetta, K
    Grigoryan, AM
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (03) : 367 - 382
  • [35] COLOR IMAGE INPAINTING BASED ON LOW-RANK QUATERNION MATRIX FACTORIZATION
    Xu, Junxia
    Chen, Yannan
    Zhang, Xinzhen
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2024, 20 (02) : 825 - 837
  • [36] Quaternion-Based Color Image Smoothing Using a Spatially Varying Kernel
    Subakan, Oezlem N.
    Vemuri, Baba C.
    ENERGY MINIMIZATION METHODS IN COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 2009, 5681 : 415 - 428
  • [37] Color Image Restoration by Quaternion Diffusion Based on a Discrete Version of the Topological Derivative
    Li, Yafeng
    2014 7TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP 2014), 2014, : 201 - 206
  • [38] Near-Infrared Image Enhancement Through Multi-Scale Alpha-Rooting Processing for Remote Sensing Application
    Voronin, V.
    Semenishchev, E.
    Cen, Yigang
    Zelensky, A.
    Agaian, S.
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XLIII, 2020, 11510
  • [39] Quaternion weighted spherical Bessel-Fourier moment and its invariant for color image reconstruction and object recognition
    Yang, Tengfei
    Ma, Jianfeng
    Miao, Yinbin
    Wang, Xuan
    Xiao, Bin
    He, Bing
    Meng, Qian
    INFORMATION SCIENCES, 2019, 505 : 388 - 405
  • [40] Multiple Template-Based Image Matching Using Alpha-Rooted Quaternion Phase Correlation
    DelMarco, Stephen
    MOBILE MULTIMEDIA/IMAGE PROCESSING, SECURITY, AND APPLICATIONS 2010, 2010, 7708