Computational Intelligence in Medical Imaging

Computational Intelligence in Medical Imaging
Author :
Publisher : CRC Press
Total Pages : 512
Release :
ISBN-10 : 9781420060614
ISBN-13 : 1420060619
Rating : 4/5 (14 Downloads)

Synopsis Computational Intelligence in Medical Imaging by : G. Schaefer

CI Techniques & Algorithms for a Variety of Medical Imaging SituationsDocuments recent advances and stimulates further researchA compilation of the latest trends in the field, Computational Intelligence in Medical Imaging: Techniques and Applications explores how intelligent computing can bring enormous benefit to existing technology in medical

Intelligent Computing Techniques in Biomedical Imaging

Intelligent Computing Techniques in Biomedical Imaging
Author :
Publisher : Elsevier
Total Pages : 320
Release :
ISBN-10 : 9780443160004
ISBN-13 : 0443160007
Rating : 4/5 (04 Downloads)

Synopsis Intelligent Computing Techniques in Biomedical Imaging by : Bikesh Kumar Singh

Intelligent Computing Techniques in Biomedical Imaging provides comprehensive and state-of-the-art applications of Computational Intelligence techniques used in biomedical image analysis for disease detection and diagnosis. The book offers readers a stepwise approach from fundamental to advanced techniques using real-life medical examples and tutorials. The editors have divided the book into five sections, from prerequisites to case studies.Section I presents the prerequisites, where the reader will find fundamental concepts needed for advanced topics covered later in this book. This primarily includes a thorough introduction to Artificial Intelligence, probability theory and statistical learning. The second section covers Computational Intelligence methods for medical image acquisition and pre-processing for biomedical images. In this section, readers will find AI applied to conventional and advanced biomedical imaging modalities such as X-rays, CT scan, MRI, Mammography, Ultrasound, MR Spectroscopy, Positron Emission Tomography (PET), Ultrasound Elastography, Optical Coherence Tomography (OCT), Functional MRI, Hybrid Modalities, as well as pre-processing topics such as medical image enhancement, segmentation, and compression. Section III covers description and representation of medical images. Here the reader will find various categories of features and their relevance in different medical imaging tasks. This section also discusses feature selection techniques based on filter method, wrapper method, embedded method, and more.The fourth section covers Computational Intelligence techniques used for medical image classification, including Artificial Neural Networks, Support Vector Machines, Decision Trees, Nearest Neighbor Classifiers, Random Forest, clustering, extreme learning, Convolution Neural Networks (CNN), and Recurrent Neural Networks. This section also includes a discussion of computer aided diagnosis and performance evaluation in radiology.The final section of Intelligent Computing Techniques in Biomedical Imaging provides readers with a wealth of real-world Case Studies for Computational Intelligence techniques in applications such as neuro-developmental disorders, brain tumor detection, breast cancer detection, bone fracture detection, pulmonary imaging, thyroid disorders, imaging technologies in dentistry, diagnosis of ocular diseases, cardiovascular imaging, and multimodal imaging. - Introduces Fourier theory and signal analysis tailored to applications in optical communications devices and systems - Provides strong theoretical background, making it a ready resource for researchers and advanced students in optical communication and optical signal processing - Starts from basic theory and then develops descriptions of useful applications

Advancements in Applied Metaheuristic Computing

Advancements in Applied Metaheuristic Computing
Author :
Publisher : IGI Global
Total Pages : 357
Release :
ISBN-10 : 9781522541523
ISBN-13 : 1522541527
Rating : 4/5 (23 Downloads)

Synopsis Advancements in Applied Metaheuristic Computing by : Dey, Nilanjan

Metaheuristic algorithms are present in various applications for different domains. Recently, researchers have conducted studies on the effectiveness of these algorithms in providing optimal solutions to complicated problems. Advancements in Applied Metaheuristic Computing is a crucial reference source for the latest empirical research on methods and approaches that include metaheuristics for further system improvements, and it offers outcomes of employing optimization algorithms. Featuring coverage on a broad range of topics such as manufacturing, genetic programming, and medical imaging, this publication is ideal for researchers, academicians, advanced-level students, and technology developers seeking current research on the use of optimization algorithms in several applications.

Medical Imaging

Medical Imaging
Author :
Publisher : CRC Press
Total Pages : 251
Release :
ISBN-10 : 9780429642494
ISBN-13 : 0429642490
Rating : 4/5 (94 Downloads)

Synopsis Medical Imaging by : K.C. Santosh

Winner of the "Outstanding Academic Title" recognition by Choice for the 2020 OAT Awards. The Choice OAT Award represents the highest caliber of scholarly titles that have been reviewed by Choice and conveys the extraordinary recognition of the academic community. The book discusses varied topics pertaining to advanced or up-to-date techniques in medical imaging using artificial intelligence (AI), image recognition (IR) and machine learning (ML) algorithms/techniques. Further, coverage includes analysis of chest radiographs (chest x-rays) via stacked generalization models, TB type detection using slice separation approach, brain tumor image segmentation via deep learning, mammogram mass separation, epileptic seizures, breast ultrasound images, knee joint x-ray images, bone fracture detection and labeling, and diabetic retinopathy. It also reviews 3D imaging in biomedical applications and pathological medical imaging.

Soft Computing Based Medical Image Analysis

Soft Computing Based Medical Image Analysis
Author :
Publisher : Academic Press
Total Pages : 292
Release :
ISBN-10 : 9780128131749
ISBN-13 : 0128131748
Rating : 4/5 (49 Downloads)

Synopsis Soft Computing Based Medical Image Analysis by : Nilanjan Dey

Soft Computing Based Medical Image Analysis presents the foremost techniques of soft computing in medical image analysis and processing. It includes image enhancement, segmentation, classification-based soft computing, and their application in diagnostic imaging, as well as an extensive background for the development of intelligent systems based on soft computing used in medical image analysis and processing. The book introduces the theory and concepts of digital image analysis and processing based on soft computing with real-world medical imaging applications. Comparative studies for soft computing based medical imaging techniques and traditional approaches in medicine are addressed, providing flexible and sophisticated application-oriented solutions. - Covers numerous soft computing approaches, including fuzzy logic, neural networks, evolutionary computing, rough sets and Swarm intelligence - Presents transverse research in soft computing formation from various engineering and industrial sectors in the medical domain - Highlights challenges and the future scope for soft computing based medical analysis and processing techniques

Predictive Intelligence in Biomedical and Health Informatics

Predictive Intelligence in Biomedical and Health Informatics
Author :
Publisher : Walter de Gruyter GmbH & Co KG
Total Pages : 182
Release :
ISBN-10 : 9783110676129
ISBN-13 : 3110676125
Rating : 4/5 (29 Downloads)

Synopsis Predictive Intelligence in Biomedical and Health Informatics by : Rajshree Srivastava

Predictive Intelligence in Biomedical and Health Informatics focuses on imaging, computer-aided diagnosis and therapy as well as intelligent biomedical image processing and analysis. It develops computational models, methods and tools for biomedical engineering related to computer-aided diagnostics (CAD), computer-aided surgery (CAS), computational anatomy and bioinformatics. Large volumes of complex data are often a key feature of biomedical and engineering problems and computational intelligence helps to address such problems. Practical and validated solutions to hard biomedical and engineering problems can be developed by the applications of neural networks, support vector machines, reservoir computing, evolutionary optimization, biosignal processing, pattern recognition methods and other techniques to address complex problems of the real world.

Progress in Intelligent Computing Techniques: Theory, Practice, and Applications

Progress in Intelligent Computing Techniques: Theory, Practice, and Applications
Author :
Publisher : Springer
Total Pages : 538
Release :
ISBN-10 : 9789811033735
ISBN-13 : 9811033730
Rating : 4/5 (35 Downloads)

Synopsis Progress in Intelligent Computing Techniques: Theory, Practice, and Applications by : Pankaj Kumar Sa

The book focuses on both theory and applications in the broad areas of communication technology, computer science and information security. This two volume book contains the Proceedings of 4th International Conference on Advanced Computing, Networking and Informatics. This book brings together academic scientists, professors, research scholars and students to share and disseminate information on knowledge and scientific research works related to computing, networking, and informatics to discuss the practical challenges encountered and the solutions adopted. The book also promotes translation of basic research into applied investigation and convert applied investigation into practice.

Recent Findings in Intelligent Computing Techniques

Recent Findings in Intelligent Computing Techniques
Author :
Publisher : Springer
Total Pages : 588
Release :
ISBN-10 : 9789811086335
ISBN-13 : 9811086338
Rating : 4/5 (35 Downloads)

Synopsis Recent Findings in Intelligent Computing Techniques by : Pankaj Kumar Sa

This three volume book contains the Proceedings of 5th International Conference on Advanced Computing, Networking and Informatics (ICACNI 2017). The book focuses on the recent advancement of the broad areas of advanced computing, networking and informatics. It also includes novel approaches devised by researchers from across the globe. This book brings together academic scientists, professors, research scholars and students to share and disseminate information on knowledge and scientific research works related to computing, networking, and informatics to discuss the practical challenges encountered and the solutions adopted. The book also promotes translation of basic research into applied investigation and convert applied investigation into practice.

Nature-Inspired Intelligent Computing Techniques in Bioinformatics

Nature-Inspired Intelligent Computing Techniques in Bioinformatics
Author :
Publisher : Springer Nature
Total Pages : 340
Release :
ISBN-10 : 9789811963797
ISBN-13 : 9811963797
Rating : 4/5 (97 Downloads)

Synopsis Nature-Inspired Intelligent Computing Techniques in Bioinformatics by : Khalid Raza

This book encapsulates and occupies recent advances and state-of-the-art applications of nature-inspired computing (NIC) techniques in the field of bioinformatics and computational biology, which would aid medical sciences in various clinical applications. This edited volume covers fundamental applications, scope, and future perspectives of NIC techniques in bioinformatics including genomic profiling, gene expression data classification, DNA computation, systems and network biology, solving personalized therapy complications, antimicrobial resistance in bacterial pathogens, and computer-aided drug design, discovery, and therapeutics. It also covers the role of NIC techniques in various diseases and disorders, including cancer detection and diagnosis, breast cancer, lung disorder detection, disease biomarkers, and potential therapeutics identifications.

Intelligent Medical Technologies and Biomedical Engineering: Tools and Applications

Intelligent Medical Technologies and Biomedical Engineering: Tools and Applications
Author :
Publisher : IGI Global
Total Pages : 375
Release :
ISBN-10 : 9781615209781
ISBN-13 : 1615209786
Rating : 4/5 (81 Downloads)

Synopsis Intelligent Medical Technologies and Biomedical Engineering: Tools and Applications by : Shukla, Anupam

Intelligent Medical Technologies and Biomedical Engineering: Tools and Applications helps young researchers and developers understand the basics of the field while highlighting the various developments over the last several years. Broad in scope and comprehensive in depth, this volume serves as a base text for any project or work into the domain of medical diagnosis or other areas of medical engineering.