Advances in Soft Computing and Machine Learning in Image Processing

Description

This book is a collection of the latest applications of methods from soft computing and machine learning in image processing. It explores different areas ranging from image segmentation to the object recognition using complex approaches, and includes the theory of the methodologies used to provide an overview of the application of these tools in image processing. The material has been compiled from a scientific perspective, and the book is primarily intended for undergraduate and postgraduate science, engineering, and computational mathematics students. It can also be used for courses on artificial intelligence, advanced image processing, and computational intelligence, and is a valuable resource for researchers in the evolutionary computation, artificial intelligence and image processing communities. Front Matter ....Pages i-xii Front Matter ....Pages 1-1 Color Spaces Advantages and Disadvantages in Image Color Clustering Segmentation (Edgar Chavolla, Daniel Zaldivar, Erik Cuevas, Marco A. Perez)....Pages 3-22 Multi-objective Whale Optimization Algorithm for Multilevel Thresholding Segmentation (Mohamed Abd El Aziz, Ahmed A. Ewees, Aboul Ella Hassanien, Mohammed Mudhsh, Shengwu Xiong)....Pages 23-39 Evaluating Swarm Optimization Algorithms for Segmentation of Liver Images (Abdalla Mostafa, Essam H. Houssein, Mohamed Houseni, Aboul Ella Hassanien, Hesham Hefny)....Pages 41-62 Thermal Image Segmentation Using Evolutionary Computation Techniques (Salvador Hinojosa, Gonzalo Pajares, Erik Cuevas, Noé Ortega-Sanchez)....Pages 63-88 News Videos Segmentation Using Dominant Colors Representation (Ibrahim A. Zedan, Khaled M. Elsayed, Eid Emary)....Pages 89-109 Front Matter ....Pages 111-111 Normalized Multiple Features Fusion Based on PCA and Multiple Classifiers Voting in CT Liver Tumor Recognition (Ahmed M. Anter, Aboul Ella Hassenian)....Pages 113-129 Computer-Aided Acute Lymphoblastic Leukemia Diagnosis System Based on Image Analysis (Ahmed M. Abdeldaim, Ahmed T. Sahlol, Mohamed Elhoseny, Aboul Ella Hassanien)....Pages 131-147 Telemammography: A Novel Approach for Early Detection of Breast Cancer Through Wavelets Based Image Processing and Machine Learning Techniques (Liyakathunisa Syed, Saima Jabeen, S. Manimala)....Pages 149-183 Image Processing in Biomedical Science (Lakshay Bajaj, Kannu Gupta, Yasha Hasija)....Pages 185-211 Automatic Detection and Quantification of Calcium Objects from Clinical Images for Risk Level Assessment of Coronary Disease (R. Priyatharshini, S. Chitrakala)....Pages 213-225 Semi-automated Method for the Glaucoma Monitoring (Nesma Settouti, Mostafa El Habib Daho, Mohammed El Amine Bechar, Mohamed Amine Lazouni, Mohammed Amine Chikh)....Pages 227-246 Front Matter ....Pages 247-247 Multimodal Biometric Personal Identification and Verification (Mohamed Elhoseny, Ahmed Elkhateb, Ahmed Sahlol, Aboul Ella Hassanien)....Pages 249-276 Suspicious and Violent Activity Detection of Humans Using HOG Features and SVM Classifier in Surveillance Videos (Produte Kumar Roy, Hari Om)....Pages 277-294 Hybrid Rough Neural Network Model for Signature Recognition (Mohamed Elhoseny, Amir Nabil, Aboul Ella Hassanien, Diego Oliva)....Pages 295-318 A Novel Secure Personal Authentication System with Finger in Face Watermarking Mechanism (Chinta Someswara Rao, K. V. S. Murthy, R. Shiva Shankar, V. Mnssvkr Gupta)....Pages 319-353 Activity Recognition Using Imagery for Smart Home Monitoring (Bradley Schneider, Tanvi Banerjee)....Pages 355-371 Compressive Sensing and Chaos-Based Image Compression Encryption (R. Ponuma, R. Amutha)....Pages 373-392 Fingerprint Identification Using Hierarchical Matching and Topological Structures (Meryam Elmouhtadi, Sanaa El fkihi, Driss Aboutajdine)....Pages 393-408 A Study of Action Recognition Problems: Dataset and Architectures Perspectives (Bassel S. Chawky, A. S. Elons, A. Ali, Howida A. Shedeed)....Pages 409-442 Importance of AADHAR-Based Smartcard System’s Implementation in Developing Countries (Kamta Nath Mishra)....Pages 443-457 Front Matter ....Pages 459-459 A Nonlinear Appearance Model for Age Progression (Ali Maina Bukar, Hassan Ugail)....Pages 461-475 Efficient Schemes for Playout Latency Reduction in P2P-VoD Systems (Abdulaziz Shehab, Mohamed Elhoseny, Mohamed Abd El Aziz, Aboul Ella Hassanien)....Pages 477-495 A SetpitextOFF Algorithm-Based Fast Image Projection Analysis (V. Kakulapati, Vijay Pentapati)....Pages 497-517 Enhancing Visual Speech Recognition with Lip Protrusion Estimation (Preety Singh)....Pages 519-536 Learning-Based Image Scaling Using Neural-Like Structure of Geometric Transformation Paradigm (Roman Tkachenko, Pavlo Tkachenko, Ivan Izonin, Yurij Tsymbal)....Pages 537-565 2D/3D Object Recognition and Categorization Approaches for Robotic Grasping (Nabila Zrira, Mohamed Hannat, El Houssine Bouyakhf, Haris Ahmad Khan)....Pages 567-593 A Distance Function for Comparing Straight-Edge Geometric Figures (Apoorva Honnegowda Roopa, Shrisha Rao)....Pages 595-626 Rough Set Theory Based on Robust Image Watermarking (Musab Ghadi, Lamri Laouamer, Laurent Nana, Anca Pascu)....Pages 627-659 \({\mathrm {CB_{p}F}}\)-IQA: Using Contrast Band-Pass Filtering as Main Axis of Visual Image Quality Assessment (Jesús Jaime Moreno-Escobar, Claudia Lizbeth Martínez-González, Oswaldo Morales-Matamoros, Ricardo Tejeida-Padilla)....Pages 661-682 Digital Image Watermarking Performance Improvement Using Bio-Inspired Algorithms (Mohamed Issa)....Pages 683-698 Image Reconstruction Using Novel Two-Dimensional Fourier Transform (S. Kala, S. Nalesh, Babita R. Jose, Jimson Mathew)....Pages 699-718