An Efficient Calculation of Quaternion Correlation of Signals and Color Images

05/10/2022
by   Artyom M. Grigoryan, et al.
0

Over the past century, a correlation has been an essential mathematical technique utilized in engineering sciences, including practically every signal/image processing field. This paper describes an effective method of calculating the correlation function of signals and color images in quaternion algebra. We propose using the quaternions with a commutative multiplication operation and defining the corresponding correlation function in this arithmetic. The correlation between quaternion signals and images can be calculated by multiplying two quaternion DFTs of signals and images. The complexity of the correlation of color images is three times higher than in complex algebra.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/02/2021

Quaternion higher-order singular value decomposition and its applications in color image processing

Higher-order singular value decomposition (HOSVD) is one of the most eff...
research
06/10/2013

Detection of Outer Rotations on 3D-Vector Fields with Iterative Geometric Correlation and its Efficiency

Correlation is a common technique for the detection of shifts. Its gener...
research
12/17/2014

Color Image Enhancement In the Framework of Logarithmic Models

In this paper, we propose a mathematical model for color image processin...
research
12/17/2014

A Mathematical Model for Logarithmic Image Processing

In this paper, we propose a new mathematical model for image processing....
research
08/02/2018

corr2D - Implementation of Two-Dimensional Correlation Analysis in R

In the package corr2D two-dimensional correlation analysis is implemente...
research
03/08/2015

DESAT: an SSW tool for SDO/AIA image de-saturation

Saturation affects a significant rate of images recorded by the Atmosphe...
research
05/18/2021

Assessing aesthetics of generated abstract images using correlation structure

Can we generate abstract aesthetic images without bias from natural or h...

Please sign up or login with your details

Forgot password? Click here to reset