Elliptic Quaternion Matrices: A MATLAB Toolbox and Applications for Image Processing

In this study, we developed a MATLAB 2024a toolbox that performs advanced algebraic calculations in the algebra of elliptic numbers and elliptic quaternions. Additionally, we introduce color image processing methods, such as principal component analysis, image compression, image restoration, and watermarking, based on singular-value decomposition theory for elliptic quaternion matrices; we added these to the newly developed toolbox. The experimental results demonstrate that elliptic quaternionic methods yield better image analysis and processing performance compared to other hypercomplex number-based methods.

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Journal
Axioms
Published
2024-11-06
DOI
https://doi.org/10.3390/axioms13110771
Citations
2
Primary Topic
Medical Image Segmentation Techniques
Type
article
Field-Weighted Citation Impact
0.50
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article

Elliptic Quaternion Matrices: A MATLAB Toolbox and Applications for Image Processing

Mahmut Akyiğit, Emre Ki̇şi̇, Hidayet Hüda Kösal, Beyza Çelik
2 citations
Axioms
Medical Image Segmentation Techniques
0.50
article

Elliptic Quaternion Matrices: A MATLAB Toolbox and Applications for Image Processing

Mahmut Akyiğit, Emre Ki̇şi̇, Hidayet Hüda Kösal, Beyza Çelik
article en
2 citations

Abstract

In this study, we developed a MATLAB 2024a toolbox that performs advanced algebraic calculations in the algebra of elliptic numbers and elliptic quaternions. Additionally, we introduce color image processing methods, such as principal component analysis, image compression, image restoration, and watermarking, based on singular-value decomposition theory for elliptic quaternion matrices; we added these to the newly developed toolbox. The experimental results demonstrate that elliptic quaternionic methods yield better image analysis and processing performance compared to other hypercomplex number-based methods.

AxiomsVol. 13(11)
Sakarya University (TR)
Sustainable cities and communities
Openalex Percentile: Top 34%
Medical Image Segmentation Techniques
0.50
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