Computational intelligence in image processing

✍ Scribed by Amitava Chatterjee; Patrick Siarry (eds.)

• Publisher: Springer
• Year: 2013
• Tongue: English
• Leaves: 303
• Category: Library

✦ Synopsis

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. Read more... Part 1. Image Preprocessing Algorithms -- Improved Digital Image Enhancement Filters Based on Type-2 Neuro-Fuzzy Techniques / Mehmet Emin Yüksel and Alper Baştürk -- Locally-Equalized Image Contrast Enhancement Using PSO-Tuned Sectorized Equalization / N. M. Kwok, D. Wang, Q. P. Ha, G. Fang and S. Y. Chen -- Hybrid BBO-DE Algorithms for Fuzzy Entropy-Based Thresholding / Ilhem Boussaïd, Amitava Chatterjee, Patrick Siarry and Mohamed Ahmed-Nacer -- A Genetic Programming Approach for Image Segmentation / Hugo Alberto Perlin and Heitor Silvério Lopes. Part 2. Image Compression Algorithms -- Fuzzy Clustering-Based Vector Quantization for Image Compression / George E. Tsekouras and Dimitrios M. Tsolakis -- Layers Image Compression and Reconstruction by Fuzzy Transforms / Ferdinando Di Martino and Salvatore Sessa -- Modified Bacterial Foraging Optimization Technique for Vector Quantization-Based Image Compression / Nandita Sanyal, Amitava Chatterjee and Sugata Munshi. Part 3. Image Analysis Algorithms -- A Fuzzy Condition-Sensitive Hierarchical Algorithm for Approximate Template Matching in Dynamic Image Sequence / Rajshree Mandal, Anisha Halder, Amit Konar and Atulya K Nagar -- Digital Watermarking Strings with Images Compressed by Fuzzy Relation Equations / Ferdinando Di Martino and Salvatore Sessa -- Study on Human Brain Registration Process Using Mutual Information and Evolutionary Algorithms / Mahua Bhattacharya and Arpita Das -- Use of Stochastic Optimization Algorithms in Image Retrieval Problems / Mattia Broilo and Francesco G. B. De Natale -- A Cluster-Based Boosting Strategy for Red Eye Removal / Sebastiano Battiato, Giovanni Maria Farinella, Daniele Ravì, Mirko Guarnera and Giuseppe Messina. Part 4. Image Inferencing Algorithms -- Classifying Pathological Prostate Images by Fractal Analysis / Po-Whei Huang, Cheng-Hsiung Lee and Phen-Lan Lin -- Multiobjective PSO for Hyperspectral Image Clustering / Farid Melgani and Edoardo Pasolli -- A Computational Intelligence Approach to Emotion Recognition from the Lip-Contour of a Subject / Anisha Halder, Srishti Shaw, Kanika Orea, Pavel Bhowmik and Aruna Chakraborty, et al. Part 1. General Issues -- Aging Demographics and Anesthesia / Michael C. Lewis -- Ethical and Legal Considerations / Kevin B. Gerold and Adrienne N. Dixon -- The Anesthetic Regimen for the Elderly Patient / Sheila Ryan Barnett -- The Perioperative Geriatric Consultation / Angela Georgia Catic. Part 2. Anesthesia Delivery -- Preoperative Assessment of the Elderly Patient / Ruma Bose and Sheila Ryan Barnett -- Analgesics and Sedatives / Julia I. Metzner and G. Alec Rooke -- General Anesthesia: Intravenous Induction Agents, Inhalational Agents, and Neuromuscular Blockers / Yulia Ivashkov, Alexander A. Vitin and G. Alec Rooke -- Regional Anesthesia and Joint Replacement Surgery / Jacques E. Chelly, Anna Uskova, Qing Liu, Richa Wardhan and Uchenna O. Umeh -- Fluid Management and Blood Transfusion / Gerardo Rodriguez and Keith P. Lewis. Part 3. Perioperative Care -- Acute Pain Control in the Elderly / Steve Lee and Angela Georgia Catic -- Chronic Pain in Geriatric Patients / Vijay Thillainathan, Adam Young and Asokumar Buvanendran -- The Elderly Patient and the Intensive Care Unit / Steven J. Schwartz and Frederick Sieber -- Trauma and the Geriatric Patient / Suresh Agarwal and Ruben J. Azocar. Part 4. Specialist Areas -- Cardiovascular Aging and Anesthesia / John D. Mitchell -- Pulmonary Issues in the Elderly Patient / Anup Pamnani, Cynthia A. Lien and G. Alec Rooke -- Vascular Surgery: Endovascular and Major Vascular Surgery / Shamsuddin Akhtar -- Spine Surgery: Choosing the Patient and Handling the Surgery / Stacie Deiner -- Anesthesia for Genitourinary Surgery in the Elderly Patient / Christina M. Matadial and Jadelis Giquel -- Anesthetic Management for ECT / Punita Tripathi -- Ophthalmologic Surgery and the Management of Diabetes / Mary Ann Vann. Part 5. Common Geriatric Issues -- Postoperative Central Nervous System Changes in Elderly Surgical Patients / Jeffrey H. Silverstein -- Management of the Hip Fracture Patient / Mark D. Neuman and Samir Mehta -- Polypharmacy and Medicines to Avoid / Lale E. Odekon -- Dementia and Neurologic Syndromes: Distinctions Between Alzheimer's, Vascular Dementia, and Parkinson's / Aaron LacKamp -- Psychotropic Medications in the Elderly / Jason Strauss

✦ Table of Contents

Y......Page 0
Preface 5......Page 5
definition, 3......Page 14
Contrast enhancement, 21......Page 32
Image segmentation, 37......Page 48
Object recognition, 71......Page 81
Vector quantization (VQ), 93......Page 102
Fuzzy transform, 107......Page 115
131......Page 139
8 A Fuzzy Condition-Sensitive Hierarchical Algorithm for Approximate Template Matching in Dynamic Image Sequence 155......Page 162
9 Digital Watermarking Strings with Images Compressed by Fuzzy Relation Equations 173......Page 180
Similarity metric, 187......Page 194
Content-based image retrieval, 201......Page 207
12 A Cluster-Based Boosting Strategy for Red Eye Removal 217......Page 222
13 Classifying Pathological Prostate Images by Fractal Analysis 253......Page 256
Remote sensing, 265......Page 267
15 A Computational Intelligence Approach to Emotion Recognition from the Lip-Contour of a Subject 281......Page 283
Index 299......Page 301
Tristate median filter, 12......Page 23
188......Page 195
189......Page 196
192......Page 199
194......Page 201
196......Page 203
211......Page 217
132......Page 140
142......Page 150
150......Page 158
Membership function, 133......Page 141
Chemotaxis, 137......Page 145
Elimination, 139......Page 147
Biogeography-based optimization (BBO), 45......Page 56
232......Page 237
Box plot, 34......Page 45
94......Page 103
Weighted median filter, 4......Page 15
Swarming, 138......Page 146
Desaturation, 227......Page 232
Noise, 229......Page 234
Classifier, 259......Page 262
Cluster center, 285......Page 287
Clustering, 268......Page 270
Skin detection, 221......Page 226
89......Page 99
Contrast limited adaptive histogram equalization (CLAHE), 33......Page 44
193......Page 200
195......Page 202
96......Page 105
98......Page 107
Selection, 287......Page 289
Weighted-sum scheme, 25......Page 36
Leave-one-out cross validation, 292......Page 294
Hierarchical feature matching, 161......Page 168
Information gain, 162......Page 169
Inpainting, 228......Page 233
Differential evolution (DE), 286......Page 288
Discontinuities, 27......Page 38
Template, 157......Page 164
Relevance feedback, 208......Page 214
15......Page 26
224......Page 229
Element-wise maximization, 28......Page 39
Lip-contour, 282......Page 284
Entropy, 29......Page 40
Thresholding, 38......Page 49
203......Page 209
literature comparison results, 102......Page 111
Tables distortion mean values, 100......Page 109
PSNR mean values, 101......Page 110
False positive, 231......Page 236
Feature selection, 269......Page 271
Theta, 97......Page 106
Particle-swarm optimization (PSO), 30......Page 41
289......Page 291
Red eyes, 218......Page 223
223......Page 228
95......Page 104
Fractal dimension, 256......Page 259
134......Page 142
136......Page 144
Watermarking, 174......Page 181
Segmentation, 190......Page 197
284......Page 286
54......Page 65
108......Page 116
111......Page 119
115......Page 123
117......Page 125
40......Page 51
135......Page 143
Standard deviation, 158......Page 165
122......Page 130
129......Page 137
Gaussian membership distribution, 159......Page 166
72......Page 82
Prostate carcinoma, 254......Page 257
Postprocessing, 219......Page 224
Template matching, 156......Page 163
Uniform histogram, 24......Page 35
YCC, 222......Page 227
HSV color mode HSV color model, 166......Page 173
Support vectors, 290......Page 292
149......Page 157
42......Page 53
75......Page 85
77......Page 87
114......Page 122
as a noise detector, 13......Page 24
233......Page 238
Self organizing map, 206......Page 212
Kernel function, 291......Page 293
283......Page 285
Levenberg-Marquardt algorithm, 10......Page 21
Statistical separability measures, 270......Page 272
84......Page 94
179......Page 186
applications in image processing, 5......Page 16
204......Page 210
113......Page 121
119......Page 127
124......Page 132
175......Page 182
182......Page 189
183......Page 190
Semantic gap, 202......Page 208
Support vector machine (SVM), 207......Page 213
Termination criteria, 31......Page 42
Texture feature, 255......Page 258
as a noise filter, 11......Page 22
sugeno type, 6......Page 17
177......Page 184
185......Page 192