Computational Imaging And Analytics In Biomedical Engineering

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Computational Imaging and Analytics in Biomedical Engineering

T. R. Ganesh Babu,U. Saravanakumar,Balachandra Pattanaik
Computational Imaging and Analytics in Biomedical Engineering Book PDF

Author : T. R. Ganesh Babu,U. Saravanakumar,Balachandra Pattanaik
Publisher : CRC Press
Page : 356 pages
File Size : 53,9 Mb
Release : 2024-07-26
Category : Computers
ISBN : 9781003830177

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Computational Imaging and Analytics in Biomedical Engineering by T. R. Ganesh Babu,U. Saravanakumar,Balachandra Pattanaik Pdf

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

Punam K. Saha,Ujjwal Maulik,Subhadip Basu
Advanced Computational Approaches to Biomedical Engineering Book PDF

Author : Punam K. Saha,Ujjwal Maulik,Subhadip Basu
Publisher : Springer Science & Business Media
Page : 224 pages
File Size : 53,8 Mb
Release : 2014-01-23
Category : Computers
ISBN : 9783642415395

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Advanced Computational Approaches to Biomedical Engineering by Punam K. Saha,Ujjwal Maulik,Subhadip Basu Pdf

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.

New Developments on Computational Methods and Imaging in Biomechanics and Biomedical Engineering

João Manuel R. S. Tavares,Paulo Rui Fernandes
New Developments on Computational Methods and Imaging in Biomechanics and Biomedical Engineering Book PDF

Author : João Manuel R. S. Tavares,Paulo Rui Fernandes
Publisher : Springer
Page : 160 pages
File Size : 41,7 Mb
Release : 2019-07-26
Category : Medical
ISBN : 9783030230739

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New Developments on Computational Methods and Imaging in Biomechanics and Biomedical Engineering by João Manuel R. S. Tavares,Paulo Rui Fernandes Pdf

This book gathers selected, extended and revised contributions to the 15th International Symposium on Computer Methods in Biomechanics and Biomedical Engineering (CMBBE2018), and the 3rd Conference on Imaging and Visualization, which took place on 26-29 March, 2018, in Lisbon, Portugal. The respective chapters highlight cutting-edge methods, e.g. new algorithms, image analysis techniques, and multibody modeling methods; and new findings obtained by applying them in biological and/or medical contexts. Original numerical studies, Monte Carlo simulations, FEM analyses and reaction-diffusion models are described in detail, together with intriguing new applications. The book offers a timely source of information for biologists, engineers, applied mathematicians and clinical researchers working on multidisciplinary projects, and is also intended to foster closer collaboration between these groups.

Computational Intelligence in Biomedical Imaging

Kenji Suzuki
Computational Intelligence in Biomedical Imaging Book PDF

Author : Kenji Suzuki
Publisher : Springer Science & Business Media
Page : 410 pages
File Size : 45,9 Mb
Release : 2013-11-19
Category : Technology & Engineering
ISBN : 9781461472452

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Computational Intelligence in Biomedical Imaging by Kenji Suzuki Pdf

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.

Advances in Computational Techniques for Biomedical Image Analysis

Deepika Koundal,Savita Gupta
Advances in Computational Techniques for Biomedical Image Analysis Book PDF

Author : Deepika Koundal,Savita Gupta
Publisher : Academic Press
Page : 324 pages
File Size : 45,5 Mb
Release : 2020-05-28
Category : Computers
ISBN : 9780128204115

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Advances in Computational Techniques for Biomedical Image Analysis by Deepika Koundal,Savita Gupta Pdf

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

Data Analytics in Biomedical Engineering and Healthcare

Kun Chang Lee,Sanjiban Sekhar Roy,Pijush Samui,Vijay Kumar
Data Analytics in Biomedical Engineering and Healthcare Book PDF

Author : Kun Chang Lee,Sanjiban Sekhar Roy,Pijush Samui,Vijay Kumar
Publisher : Academic Press
Page : 298 pages
File Size : 47,8 Mb
Release : 2020-10-18
Category : Science
ISBN : 9780128193150

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Data Analytics in Biomedical Engineering and Healthcare by Kun Chang Lee,Sanjiban Sekhar Roy,Pijush Samui,Vijay Kumar Pdf

Data Analytics in Biomedical Engineering and Healthcare explores key applications using data analytics, machine learning, and deep learning in health sciences and biomedical data. The book is useful for those working with big data analytics in biomedical research, medical industries, and medical research scientists. The book covers health analytics, data science, and machine and deep learning applications for biomedical data, covering areas such as predictive health analysis, electronic health records, medical image analysis, computational drug discovery, and genome structure prediction using predictive modeling. Case studies demonstrate big data applications in healthcare using the MapReduce and Hadoop frameworks. Examines the development and application of data analytics applications in biomedical data Presents innovative classification and regression models for predicting various diseases Discusses genome structure prediction using predictive modeling Shows readers how to develop clinical decision support systems Shows researchers and specialists how to use hybrid learning for better medical diagnosis, including case studies of healthcare applications using the MapReduce and Hadoop frameworks

Medical Image Analysis

Alejandro Frangi,Jerry Prince,Milan Sonka
Medical Image Analysis Book PDF

Author : Alejandro Frangi,Jerry Prince,Milan Sonka
Publisher : Academic Press
Page : 700 pages
File Size : 51,6 Mb
Release : 2023-09-20
Category : Technology & Engineering
ISBN : 9780128136584

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Medical Image Analysis by Alejandro Frangi,Jerry Prince,Milan Sonka Pdf

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

Computer Methods, Imaging and Visualization in Biomechanics and Biomedical Engineering

Gerard A. Ateshian,Kristin M. Myers,João Manuel R. S. Tavares
Computer Methods Imaging and Visualization in Biomechanics and Biomedical Engineering Book PDF

Author : Gerard A. Ateshian,Kristin M. Myers,João Manuel R. S. Tavares
Publisher : Springer Nature
Page : 672 pages
File Size : 41,7 Mb
Release : 2020-03-31
Category : Technology & Engineering
ISBN : 9783030431952

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Computer Methods, Imaging and Visualization in Biomechanics and Biomedical Engineering by Gerard A. Ateshian,Kristin M. Myers,João Manuel R. S. Tavares Pdf

This book gathers selected, extended and revised contributions to the 16th International Symposium on Computer Methods in Biomechanics and Biomedical Engineering, and the 4th Conference on Imaging and Visualization (CMBBE 2019), held on August 14-16, 2019, in New York City, USA. It reports on cutting-edge models and algorithms for studying various tissues and organs in normal and pathological conditions; innovative imaging and visualization techniques; and the latest diagnostic tools. Further topics addressed include: numerical methods, machine learning approaches, FEM models, and high-resolution imaging and real-time visualization methods applied for biomedical purposes. Given the scope of its coverage, the book provides graduate students and researchers with a timely and insightful snapshot of the latest research and current challenges in biomedical engineering, computational biomechanics and biological imaging, as well as a source of inspiration for future research and cross-disciplinary collaborations.

Computational Topology for Biomedical Image and Data Analysis

Rodrigo Rojas Moraleda,Nektarios A. Valous,Wei Xiong,Niels Halama
Computational Topology for Biomedical Image and Data Analysis Book PDF

Author : Rodrigo Rojas Moraleda,Nektarios A. Valous,Wei Xiong,Niels Halama
Publisher : CRC Press
Page : 116 pages
File Size : 55,6 Mb
Release : 2019-07-12
Category : Medical
ISBN : 9780429810992

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Computational Topology for Biomedical Image and Data Analysis by Rodrigo Rojas Moraleda,Nektarios A. Valous,Wei Xiong,Niels Halama Pdf

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

Biomedical Image Analysis

Rangaraj M. Rangayyan
Biomedical Image Analysis Book PDF

Author : Rangaraj M. Rangayyan
Publisher : CRC Press
Page : 1312 pages
File Size : 50,5 Mb
Release : 2004-12-30
Category : Medical
ISBN : 9780203492543

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Biomedical Image Analysis by Rangaraj M. Rangayyan Pdf

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

Soft Computing Based Medical Image Analysis

Nilanjan Dey,Amira Ashour,Fuquian Shi,Valentina E. Balas
Soft Computing Based Medical Image Analysis Book PDF

Author : Nilanjan Dey,Amira Ashour,Fuquian Shi,Valentina E. Balas
Publisher : Academic Press
Page : 292 pages
File Size : 41,6 Mb
Release : 2018-01-18
Category : Technology & Engineering
ISBN : 9780128131749

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Soft Computing Based Medical Image Analysis by Nilanjan Dey,Amira Ashour,Fuquian Shi,Valentina E. Balas Pdf

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

Machine Learning and Medical Imaging

Guorong Wu,Dinggang Shen,Mert Sabuncu
Machine Learning and Medical Imaging Book PDF

Author : Guorong Wu,Dinggang Shen,Mert Sabuncu
Publisher : Academic Press
Page : 512 pages
File Size : 50,7 Mb
Release : 2016-08-11
Category : Technology & Engineering
ISBN : 9780128041147

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Machine Learning and Medical Imaging by Guorong Wu,Dinggang Shen,Mert Sabuncu Pdf

Machine Learning and Medical Imaging presents state-of- the-art machine learning methods in medical image analysis. It first summarizes cutting-edge machine learning algorithms in medical imaging, including not only classical probabilistic modeling and learning methods, but also recent breakthroughs in deep learning, sparse representation/coding, and big data hashing. In the second part leading research groups around the world present a wide spectrum of machine learning methods with application to different medical imaging modalities, clinical domains, and organs. The biomedical imaging modalities include ultrasound, magnetic resonance imaging (MRI), computed tomography (CT), histology, and microscopy images. The targeted organs span the lung, liver, brain, and prostate, while there is also a treatment of examining genetic associations. Machine Learning and Medical Imaging is an ideal reference for medical imaging researchers, industry scientists and engineers, advanced undergraduate and graduate students, and clinicians. Demonstrates the application of cutting-edge machine learning techniques to medical imaging problems Covers an array of medical imaging applications including computer assisted diagnosis, image guided radiation therapy, landmark detection, imaging genomics, and brain connectomics Features self-contained chapters with a thorough literature review Assesses the development of future machine learning techniques and the further application of existing techniques

Biomedical Image Analysis

Aly A. Farag
Biomedical Image Analysis Book PDF

Author : Aly A. Farag
Publisher : Cambridge University Press
Page : 486 pages
File Size : 43,6 Mb
Release : 2014-10-30
Category : Computers
ISBN : 9780521196796

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Biomedical Image Analysis by Aly A. Farag Pdf

Ideal for classroom use and self-study, this book explains the implementation of the most effective modern methods in image analysis, covering segmentation, registration and visualisation, and focusing on the key theories, algorithms and applications that have emerged from recent progress in computer vision, imaging and computational biomedical science. Structured around five core building blocks - signals, systems, image formation and modality; stochastic models; computational geometry; level set methods; and tools and CAD models - it provides a solid overview of the field. Mathematical and statistical topics are presented in a straightforward manner, enabling the reader to gain a deep understanding of the subject without becoming entangled in mathematical complexities. Theory is connected to practical examples in x-ray, ultrasound, nuclear medicine, MRI and CT imaging, removing the abstract nature of the models and assisting reader understanding.

Deep Learning for Biomedical Image Reconstruction

Jong Chul Ye,Yonina C. Eldar,Michael Unser
Deep Learning for Biomedical Image Reconstruction Book PDF

Author : Jong Chul Ye,Yonina C. Eldar,Michael Unser
Publisher : Cambridge University Press
Page : 366 pages
File Size : 44,6 Mb
Release : 2023-09-30
Category : Technology & Engineering
ISBN : 9781009051026

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Deep Learning for Biomedical Image Reconstruction by Jong Chul Ye,Yonina C. Eldar,Michael Unser Pdf

Discover the power of deep neural networks for image reconstruction with this state-of-the-art review of modern theories and applications. Including interdisciplinary examples and a step-by-step background of deep learning, this book provides insight into the future of biomedical image reconstruction with clinical studies and mathematical theory.

Computational Intelligence Methods for Super-Resolution in Image Processing Applications

Anand Deshpande,Vania V. Estrela,Navid Razmjooy
Computational Intelligence Methods for Super Resolution in Image Processing Applications Book PDF

Author : Anand Deshpande,Vania V. Estrela,Navid Razmjooy
Publisher : Springer Nature
Page : 308 pages
File Size : 49,8 Mb
Release : 2021-05-28
Category : Technology & Engineering
ISBN : 9783030679217

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Computational Intelligence Methods for Super-Resolution in Image Processing Applications by Anand Deshpande,Vania V. Estrela,Navid Razmjooy Pdf

This book explores the application of deep learning techniques within a particularly difficult computational type of computer vision (CV) problem ─ super-resolution (SR). The authors present and discuss ways to apply computational intelligence (CI) methods to SR. The volume also explores the possibility of using different kinds of CV techniques to develop and enhance the tools/processes related to SR. The application areas covered include biomedical engineering, healthcare applications, medicine, histology, and material science. The book will be a valuable reference for anyone concerned with multiple multimodal images, especially professionals working in remote sensing, nanotechnology and immunology at research institutes, healthcare facilities, biotechnology institutions, agribusiness services, veterinary facilities, and universities.