Computational Intelligence in Image Processing

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Автор: Amitava Chatterjee; Patrick Siarry

Название: Computational Intelligence in Image Processing

Язык: English

Издательство: Berlin; New York: Springer

Год: 2013

Формат: pdf

Размер: 11,4 mb

Страниц: 304

Computational intelligence based techniques have firmly established themselves as viable, alternate, mathematical tools for more than a decade. They have been extensively employed in many systems and application domains, among these signal processing, automatic control, industrial and consumer electronics, robotics, finance, manufacturing systems, electric power systems, and power electronics. Image processing is also an extremely potent area which has attracted the attention of many researchers who are interested in the development of new computational intelligence-based techniques and their suitable applications, in both research problems and in real-world problems.

Part I of the book discusses several image preprocessing algorithms; Part II broadly covers image compression algorithms; Part III demonstrates how computational intelligence-based techniques can be effectively utilized for image analysis purposes; and Part IV shows how pattern recognition, classification and clustering-based techniques can be developed for the purpose of image inferencing. The book offers a unified view of the modern computational intelligence techniques required to solve real-world problems and it is suitable as a reference for engineers, researchers and graduate students.

Fart I Image Preprocessing Algorithms

1 Improved Digital Image Enhancement Filters Based on Type-2 Neuro-Fuzzy Techniques................................ 3

Mehmet Emin Yüksel and Alper Baştürk

2 Locally-Equalized Image Contrast Enhancement Using PSO-Tuned Sectorized Equalization.............................. 21

N. M. Kwok, D. Wang, Q. P. Ha, G. Fang and S. Y. Chen

3 Hybrid BBO-DE Algorithms for Fuzzy Entropy-Based Thresholding................................................... 37

Ilhern Boussaïd, Amitava Chatterjee, Patrick Siarry and Mohamed Ahmed-Nacer

4 A Genetic Programming Approach for Image Segmentation .... 71

Hugo Alberto Perlin and Heitor Silverio Lopes

Part II Image Compression Algorithms

5 Fuzzy Clustering-Based Vector Quantization for Image Compression.......................................... 93

George E. Tsekouras and Dimitrios M. Tsolakis

6 Layers Image Compression and Reconstruction by Fuzzy Transforms........................................... 107

Ferdinando Di Martino and Salvatore Sessa

7 Modified Bacterial Foraging Optimization Technique for Vector Quantization-Based Image Compression.......................... 131

Nandita Sanyal, Amitava Chatterjee and Sugata Munshi

Part III Image Analysis Algorithms

8 A Fuzzy Condition-Sensitive Hierarchical Algorithm for Approximate Template Matching in Dynamic Image Sequence.................................................. 155

Rajshree Mandal, Anisha Haider, Amit Konar and Atulya K Nagar

9 Digital Watermarking Strings with Images Compressed by Fuzzy Relation Equations..................................... 173

Ferdinando Di Martino and Salvatore Sessa

10 Study on Human Brain Registration Process Using Mutual Information and Evolutionary Algorithms.................. 187

Mahua Bhattacharya and Arpita Das

11 Use of Stochastic Optimization Algorithms in Image Retrieval Problems.............................................. 201

Mattia Broilo and Francesco G. B. Dc Natale

12 A Cluster-Based Boosting Strategy for Red Eye Removal.......... 217

Sebastiano Battiato, Giovanni Maria Farinella, Daniele Ravi, Mirko Guarnera and Giuseppe Messina

Part IV Image Inferencing Algorithms

13 Classifying Pathological Prostate Images by Fractal Analysis....... 253

Po-Whei Huang, Cheng-Hsiung Lee and Phen-Lan Lin

14 Multiobjective PSO for Hyperspectral Image Clustering........ 265

Farid Melgani and Edoardo Pasolli

15 A Computational Intelligence Approach to Emotion Recognition from the Lip-Contour of a Subject............................ 281

Anisha Haider, Srishti Shaw, Kanika Orea, Pavel Bhowmik, Aruna Chakraborty and Amit Konar

Index............................................................. 299