This book presents an Introduction and 11 independent chapters, which are devoted to various new approaches of intelligent image processing and analysis. The book also presents new methods, algorithms and applied systems for intelligent image processing, on the following basic topics:
- Methods for Hierarchical Image Decomposition;
- Intelligent Digital Signal Processing and Feature Extraction;
- Data Clustering and Visualization via Echo State Networks;
- Clustering of Natural Images in Automatic Image Annotation Systems;
- Control System for Remote Sensing Image Processing;
- Tissue Segmentation of MR Brain Images Sequence;
- Kidney Cysts Segmentation in CT Images;
- Audio Visual Attention Models in Mobile Robots Navigation;
- Local Adaptive Image Processing;
- Learning Techniques for Intelligent Access Control;
- Resolution Improvement in Acoustic Maps.
Each chapter is self-contained with its own references. Some of the chapters are devoted to the theoretical aspects while the others are presenting the practical aspects and the analysis of the modeling of the developed algorithms in different application areas.
Author(s): Roumen Kountchev, Kazumi Nakamatsu (eds.)
Series: Intelligent Systems Reference Library 108
Edition: 1
Publisher: Springer International Publishing
Year: 2016
Language: English
Pages: XX, 373
Tags: Computational Intelligence; Control; Artificial Intelligence (incl. Robotics); Systems Theory, Control
Front Matter....Pages i-xx
New Approaches for Hierarchical Image Decomposition, Based on IDP, SVD, PCA and KPCA....Pages 1-58
Intelligent Digital Signal Processing and Feature Extraction Methods....Pages 59-91
Multi-dimensional Data Clustering and Visualization via Echo State Networks....Pages 93-122
Unsupervised Clustering of Natural Images in Automatic Image Annotation Systems....Pages 123-155
An Evolutionary Optimization Control System for Remote Sensing Image Processing....Pages 157-181
Tissue Segmentation Methods Using 2D Histogram Matching in a Sequence of MR Brain Images....Pages 183-222
Multistage Approach for Simple Kidney Cysts Segmentation in CT Images....Pages 223-251
Audio Visual Attention Models in the Mobile Robots Navigation....Pages 253-294
Local Adaptive Image Processing....Pages 295-330
Machine Learning Techniques for Intelligent Access Control....Pages 331-351
Experimental Evaluation of Opportunity to Improve the Resolution of the Acoustic Maps....Pages 353-373
