2003•International Conference on Aerospace Sciences and Aviation TechnologyOpen access

NEW APPROACH FOR REGULARIZED IMAGE INTERPOLATION

Mohiy Mohammed Hadhoud, Moawad Ibrahim Dessouky, Basiouny Salem, Fathi Abd EI-Samie, Said Ei-Khamy

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Abstract

This paper is concerned with solving the image interpolation problem as an inverse problem using a regularized interpolation algorithm. The objective of the paper is how to solve the image interpolation problem as an inverse problem in an efficient manner. The paper suggests a new implementation for the regularized image interpolation algorithm. In this suggested implementation, a single matrix inversion process of small dimensions is required in the interpolation process avoiding the large computational complexity due to the matrices of large dimentions involved in the interpolation process. The performance of this suggested image interpolation algorithm is compared to the standard polynomial interpolation algorithm such as the bilinear, the bicubic and the cubic spline algorithms. Results iluustrate that the suggested implemetation of the regularized image interpolation algorithm is superior to the traditional implementation from the mean square error point of view and the computational complexity point of view as well.

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What this paper is about

This paper is concerned with solving the image interpolation problem as an inverse problem using a regularized interpolation algorithm. The objective of the paper is how to solve the image interpolation problem as an inverse problem in an efficient manner. The paper suggests a new implementation for the regularized image interpolation algorithm. In this suggested implementation, a single matrix inversion process of small dimensions is required in the interpolation process avoiding the large computational complexity due to the matrices of large dimentions involved in the interpolation process. The performance of this suggested image interpolation algorithm is compared to the standard polynomial interpolation algorithm such as the bilinear, the bicubic and the cubic spline algorithms. Results iluustrate that the suggested implemetation of the regularized image interpolation algorithm is superior to the traditional implementation from the mean square error point of view and the computational complexity point of view as well.

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Available abstract

This paper is concerned with solving the image interpolation problem as an inverse problem using a regularized interpolation algorithm. The objective of the paper is how to solve the image interpolation problem as an inverse problem in an efficient manner. The paper suggests a new implementation for the regularized image interpolation algorithm. In this suggested implementation, a single matrix inversion process of small dimensions is required in the interpolation process avoiding the large computational complexity due to the matrices of large dimentions involved in the interpolation process. The performance of this suggested image interpolation algorithm is compared to the standard polynomial interpolation algorithm such as the bilinear, the bicubic and the cubic spline algorithms. Results iluustrate that the suggested implemetation of the regularized image interpolation algorithm is superior to the traditional implementation from the mean square error point of view and the computational complexity point of view as well.

Key concepts: Bilinear interpolation, Stairstep interpolation, Bicubic interpolation, Nearest-neighbor interpolation, Spline interpolation, Image scaling, Mathematics, Interpolation (computer graphics)

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