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What is Image Restoration

Handbook of Research on Swarm Intelligence in Engineering
Process of reconstructing an image from the degraded image with the knowledge of degradation process.
Published in Chapter:
Image Enhancement Techniques Using Particle Swarm Optimization Technique
V. Santhi (VIT University, India) and B. K. Tripathy (VIT University, India)
Copyright: © 2015 |Pages: 21
DOI: 10.4018/978-1-4666-8291-7.ch010
Abstract
The image quality enhancement process is considered as one of the basic requirement for high-level image processing techniques that demand good quality in images. High-level image processing techniques include feature extraction, morphological processing, pattern recognition, automation engineering, and many more. Many classical enhancement methods are available for enhancing the quality of images and they can be carried out either in spatial domain or in frequency domain. But in real time applications, the quality enhancement process carried out by classical approaches may not serve the purpose. It is required to combine the concept of computational intelligence with the classical approaches to meet the requirements of real-time applications. In recent days, Particle Swarm Optimization (PSO) technique is considered one of the new approaches in optimization techniques and it is used extensively in image processing and pattern recognition applications. In this chapter, image enhancement is considered an optimization problem, and different methods to solve it through PSO are discussed in detail.
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More Results
Bayesian Neural Networks for Image Restoration
A blurred image can be significantly improved by deconvolving its PSF in such a way that the result is a sharper and more detailed image.
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Impulse Noise Filtering: Review of the State-of-the-Art Algorithms for Impulse Noise Filtering
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