Adaptive Image Processing

Adaptive Image Processing: A Computational Intelligence Perspective, Second Edition

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Features

New to the Second Edition

  • New concepts and frameworks that demonstrate how neural networks, support vector machines, fuzzy logic, and evolutionary algorithms can be used to address new challenges in image processing, including low-level image processing, visual content analysis, feature extraction, and pattern recognition
  • A new chapter on a family of unsupervised algorithms with a basis in self-organization yet somewhat free from many of the constraints typical of other well-known self-organizing architectures
  • New material on recent challenges in image content analysis and classification, including small sample problems and fuzzy user perception
  • A new technique in visual query processing and visualization in 2D space
  • New experiments and updates on perceptual error-based restoration

Summary

Illustrating essential aspects of adaptive image processing from a computational intelligence viewpoint, the second edition of Adaptive Image Processing: A Computational Intelligence Perspective provides an authoritative and detailed account of computational intelligence (CI) methods and algorithms for adaptive image processing in regularization, edge detection, and early vision.

With three new chapters and updated information throughout, the new edition of this popular reference includes substantial new material that focuses on applications of advanced CI techniques in image processing applications. It introduces new concepts and frameworks that demonstrate how neural networks, support vector machines, fuzzy logic, and evolutionary algorithms can be used to address new challenges in image processing, including low-level image processing, visual content analysis, feature extraction, and pattern recognition.

Emphasizing developments in state-of-the-art CI techniques, such as content-based image retrieval, this book continues to provide educators, students, researchers, engineers, and technical managers in visual information processing with the up-to-date understanding required to address contemporary challenges in image content processing and analysis.

Table of Contents

Introduction. Fundamentals of Computational Intelligence for Adaptive Image Processing. Spatially Adaptive Image Restoration. Perceptually Motivated Image Restoration. Model-Based Adaptive Image Restoration. Adaptive Regularization Using Evolutionary Computation. Blind Image Deconvolution. Edge Detection Using Model-Based Neural Networks. 2D and 3D Image Analysis and Visualization via Self-Organization. Visual Query Processing and Visualization in 2D Space. Fuzzy Data Perception and Libeling in Interactive CBIR Systems.

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