Image Restoration with Two-Dimensional Adaptive Filter Algorithms

Image Denoising with Two-Dimensional Adaptive Filter Algorithms

Two-dimensional (2D) adaptive filtering is a technique that can be applied to many image and signal processing applications. This paper extends the one-dimensional adaptive filter algorithms to 2D structure and the novel 2D adaptive filters are established. Based on this extension, the 2D variable step-size normalized least mean squares (2D-VSSNLMS), the 2D-VSS affine projection algorithms (2D-...

Multiple input adaptive image restoration algorithms

In this paper image restoration applications where multiple distorted versions of the same original image are available, are considered. A general adaptive restoration algorithm is derived based on a set theoretic regularization technique. The adaptivity of the algorithm is introduced in two ways : a) by a constraint operator which incorporates properties of the response of the human visual sys...

One-dimensional processing for adaptive image restoration

ACKNOWLEDGEIMENTS TABLE OF CONTENTS LIST OF FIGURES LIST OF TABLES CHAPTER

Image Restoration Using Two-Dimensional Variations

A Histogram Based Adaptive Vector Filter for Color Image Restoration

In this paper, a vector distance histogram based adaptive vector filter is proposed for the restoration of color images contaminated by channel correlated impulse noise. Test results on natural image have shown that the new method is superior in suppressing impulse noise while preserving high image details with a marked performance gain over existing state-of-the-art filters.

Two dimensional adaptive filter using Laguerre function

In this paper, a new two dimensional (2D) adaptive filter structure is developed. It is based on modeling the impulse response of the 2D IIR systems as a finite linear combination of a set of 2D Laguerre orthonormal functions. When long impulse response system is required to identify, computer simulation shows that the 2D Laguerre filter has better performance than the conventional 2D FIR filte...