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Computational Imaging and Analytics in Biomedical Engineering

Computational Imaging and Analytics in Biomedical Engineering
Author: T. R. Ganesh Babu
Publisher: CRC Press
Total Pages: 356
Release: 2024-07-26
Genre: Computers
ISBN: 100383017X
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This new book focuses on mathematical and numerical methods for medical images and data. The book presents the various mathematical modeling techniques, numerical analysis, computing and computational techniques, and applications of machine learning for medical images and medical informatics. It also focuses on programming concepts using MATLAB and Phython for medical image and signal analytics. The volume demonstrates the use of computational techniques and tools such as machine learning, deep neural networks, artificial intelligence and human-computer interaction ,fusion methods for CT and pet images, etc., for diagnosis of brain disorders, cervical cancer, lung disease, melanoma, atrial fibrillation and other circulatory issues, dental images, diabetes, and other medical issues.

Advanced Computational Approaches to Biomedical Engineering

Advanced Computational Approaches to Biomedical Engineering
Author: Punam K. Saha
Publisher: Springer Science & Business Media
Total Pages: 224
Release: 2014-01-23
Genre: Computers
ISBN: 3642415393
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There has been rapid growth in biomedical engineering in recent decades, given advancements in medical imaging and physiological modelling and sensing systems, coupled with immense growth in computational and network technology, analytic approaches, visualization and virtual-reality, man-machine interaction and automation. Biomedical engineering involves applying engineering principles to the medical and biological sciences and it comprises several topics including biomedicine, medical imaging, physiological modelling and sensing, instrumentation, real-time systems, automation and control, signal processing, image reconstruction, processing and analysis, pattern recognition, and biomechanics. It holds great promise for the diagnosis and treatment of complex medical conditions, in particular, as we can now target direct clinical applications, research and development in biomedical engineering is helping us to develop innovative implants and prosthetics, create new medical imaging technologies and improve tools and techniques for the detection, prevention and treatment of diseases. The contributing authors in this edited book present representative surveys of advances in their respective fields, focusing in particular on techniques for the analysis of complex biomedical data. The book will be a useful reference for graduate students, researchers and industrial practitioners in computer science, biomedical engineering, and computational and molecular biology.

Advances in Computational Techniques for Biomedical Image Analysis

Advances in Computational Techniques for Biomedical Image Analysis
Author: Deepika Koundal
Publisher: Academic Press
Total Pages: 324
Release: 2020-05-28
Genre: Computers
ISBN: 0128204117
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Advances in Computational Techniques for Biomedical Image Analysis: Methods and Applications focuses on post-acquisition challenges such as image enhancement, detection of edges and objects, analysis of shape, quantification of texture and sharpness, and pattern analysis. It discusses the archiving and transfer of images, presents a selection of techniques for the enhancement of contrast and edges, for noise reduction and for edge-preserving smoothing. It examines various feature detection and segmentation techniques, together with methods for computing a registration or normalization transformation. Advances in Computational Techniques for Biomedical Image Analysis: Method and Applications is ideal for researchers and post graduate students developing systems and tools for health-care systems. Covers various challenges and common research issues related to biomedical image analysis Describes advanced computational approaches for biomedical image analysis Shows how algorithms are applied to a broad range of application areas, including Chest X-ray, breast CAD, lung and chest, microscopy and pathology, etc. Explores a range of computational algorithms and techniques, such as neural networks, fuzzy sets, and evolutionary optimization Explores cloud based medical imaging together with medical imaging security and forensics

Computational Intelligence in Biomedical Imaging

Computational Intelligence in Biomedical Imaging
Author: Kenji Suzuki
Publisher: Springer Science & Business Media
Total Pages: 410
Release: 2013-11-19
Genre: Technology & Engineering
ISBN: 1461472458
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Computational Intelligence in Biomedical Imaging is a comprehensive overview of the state-of-the-art computational intelligence research and technologies in biomedical images with emphasis on biomedical decision making. Biomedical imaging offers useful information on patients’ medical conditions and clues to causes of their symptoms and diseases. Biomedical images, however, provide a large number of images which physicians must interpret. Therefore, computer aids are demanded and become indispensable in physicians’ decision making. This book discusses major technical advancements and research findings in the field of computational intelligence in biomedical imaging, for example, computational intelligence in computer-aided diagnosis for breast cancer, prostate cancer, and brain disease, in lung function analysis, and in radiation therapy. The book examines technologies and studies that have reached the practical level, and those technologies that are becoming available in clinical practices in hospitals rapidly such as computational intelligence in computer-aided diagnosis, biological image analysis, and computer-aided surgery and therapy.

Biomedical Image Analysis

Biomedical Image Analysis
Author: Rangaraj M. Rangayyan
Publisher: CRC Press
Total Pages: 1312
Release: 2004-12-30
Genre: Medical
ISBN: 0203492544
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Computers have become an integral part of medical imaging systems and are used for everything from data acquisition and image generation to image display and analysis. As the scope and complexity of imaging technology steadily increase, more advanced techniques are required to solve the emerging challenges. Biomedical Image Analysis demonstr

Computational Topology for Biomedical Image and Data Analysis

Computational Topology for Biomedical Image and Data Analysis
Author: Rodrigo Rojas Moraleda
Publisher: CRC Press
Total Pages: 116
Release: 2019-07-12
Genre: Medical
ISBN: 0429810997
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This book provides an accessible yet rigorous introduction to topology and homology focused on the simplicial space. It presents a compact pipeline from the foundations of topology to biomedical applications. It will be of interest to medical physicists, computer scientists, and engineers, as well as undergraduate and graduate students interested in this topic. Features: Presents a practical guide to algebraic topology as well as persistence homology Contains application examples in the field of biomedicine, including the analysis of histological images and point cloud data

Deep Learning for Biomedical Image Reconstruction

Deep Learning for Biomedical Image Reconstruction
Author: Jong Chul Ye
Publisher: Cambridge University Press
Total Pages: 365
Release: 2023-09-30
Genre: Technology & Engineering
ISBN: 1316517519
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Discover the power of deep neural networks for image reconstruction with this state-of-the-art review of modern theories and applications. The background theory of deep learning is introduced step-by-step, and by incorporating modeling fundamentals this book explains how to implement deep learning in a variety of modalities, including X-ray, CT, MRI and others. Real-world examples demonstrate an interdisciplinary approach to medical image reconstruction processes, featuring numerous imaging applications. Recent clinical studies and innovative research activity in generative models and mathematical theory will inspire the reader towards new frontiers. This book is ideal for graduate students in Electrical or Biomedical Engineering or Medical Physics.

Medical Image Analysis

Medical Image Analysis
Author: Alejandro Frangi
Publisher: Academic Press
Total Pages: 700
Release: 2023-09-20
Genre: Technology & Engineering
ISBN: 0128136588
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Medical Image Analysis presents practical knowledge on medical image computing and analysis as written by top educators and experts. This text is a modern, practical, self-contained reference that conveys a mix of fundamental methodological concepts within different medical domains. Sections cover core representations and properties of digital images and image enhancement techniques, advanced image computing methods (including segmentation, registration, motion and shape analysis), machine learning, how medical image computing (MIC) is used in clinical and medical research, and how to identify alternative strategies and employ software tools to solve typical problems in MIC. Provides an authoritative description of key concepts and methods Includes tutorial-based sections that clearly explain principles and their application to different medical domains Presents a representative selection of topics to match a modern and relevant approach to medical image computing

Medical Imaging Systems Techniques and Applications

Medical Imaging Systems Techniques and Applications
Author: Cornelius T. Leondes
Publisher: CRC Press
Total Pages: 268
Release: 1998-05-15
Genre: Medical
ISBN: 9789056996208
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The field of medical imaging has been revolutionized by new techniques in powerful computations, image processing, and modalities such as Computer-Aided Tomography (CAT) and Magnetic Resonance Imaging (MRI), among others. It is therefore an appropriate topic to be included in this series that studies the marriage of computer capabilities and medical imaging, which exemplifies a significant manifestation of relatively recent, valuable technologies known as the second industrial revolution. Addresses the design, implementation, evaluation, and application of algebraic reconstruction techniques (ART); examines the merging of signal processing with scattering theory in computed tomography (CT); studies the difficult challenge of texture analysis in medical imaging; compresses medical imaging data of various modes for patients for a framework of multimodality image base management (MIBM), and examines the enabling technologies to do so; and covers the effectiveness of data compression based on digitized wavelets. This book clearly reveals the effectiveness and great significance of the modalities available, and, with further development, the essential role they will play in the future.

Computational Intelligence in Medical Imaging

Computational Intelligence in Medical Imaging
Author: G. Schaefer
Publisher: CRC Press
Total Pages: 512
Release: 2009-03-24
Genre: Computers
ISBN: 1420060619
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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