High Performance Medical Image Processing

Author : Sanjay Saxena
Publisher : CRC Press
ISBN 13 : 1000410374
Total Pages : 337 pages
Book Rating : 4.72/5 ( download)

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Download or read book High-Performance Medical Image Processing written by Sanjay Saxena and published by CRC Press. This book was released on 2022-07-07 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: The processing of medical images in a reasonable timeframe and with high definition is very challenging. This volume helps to meet that challenge by presenting a thorough overview of medical imaging modalities, its processing, high-performance computing, and the need to embed parallelism in medical image processing techniques to achieve efficient and fast results. With contributions from researchers from prestigious laboratories and educational institutions, High-Performance Medical Image Processing provides important information on medical image processing techniques, parallel computing techniques, and embedding parallelism in different image processing techniques. A comprehensive review of parallel algorithms in medical image processing problems is a key feature of this book. The volume presents the relevant theoretical frameworks and the latest empirical research findings in the area and provides detailed descriptions about the diverse high-performance techniques. Topics discussed include parallel computing, multicore architectures and their applications in image processing, machine learning applications, conventional and advanced magnetic resonance imaging methods, hyperspectral image processing, algorithms for segmenting 2D slices for 3D viewing, and more. Case studies, such as on the detection of cancer tumors, expound on the information presented. Key features: Provides descriptions of different medical imaging modalities and their applications Discusses the basics and advanced aspects of parallel computing with different multicore architectures Expounds on the need for embedding data and task parallelism in different medical image processing techniques Presents helpful examples and case studies of the discussed methods This book will be valuable for professionals, researchers, and students working in the field of healthcare engineering, medical imaging technology, applications in machine and deep learning, and more. It is also appropriate for courses in computer engineering, biomedical engineering and electrical engineering based on artificial intelligence, parallel computing, high performance computing, and machine learning and its applications in medical imaging.

Author : Le Lu
Publisher : Springer
ISBN 13 : 331942999X
Total Pages : 326 pages
Book Rating : 4.91/5 ( download)

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Download or read book Deep Learning and Convolutional Neural Networks for Medical Image Computing written by Le Lu and published by Springer. This book was released on 2017-07-12 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a detailed review of the state of the art in deep learning approaches for semantic object detection and segmentation in medical image computing, and large-scale radiology database mining. A particular focus is placed on the application of convolutional neural networks, with the theory supported by practical examples. Features: highlights how the use of deep neural networks can address new questions and protocols, as well as improve upon existing challenges in medical image computing; discusses the insightful research experience of Dr. Ronald M. Summers; presents a comprehensive review of the latest research and literature; describes a range of different methods that make use of deep learning for object or landmark detection tasks in 2D and 3D medical imaging; examines a varied selection of techniques for semantic segmentation using deep learning principles in medical imaging; introduces a novel approach to interleaved text and image deep mining on a large-scale radiology image database.

Author : Varun Bajaj
Publisher :
ISBN 13 : 9780750338158
Total Pages : 0 pages
Book Rating : 4.56/5 ( download)

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Download or read book High Performance Computing for Intelligent Medical Systems written by Varun Bajaj and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern medicine and healthcare are highly dependent on engineering, employing instrumentation and computer systems to aid investigation, diagnosis, treatment and patient management. The significant developments in the field of computational intelligence, combined with the emergence of high-performance computing is impacting society in many ways, and the health sector is no exception. The interface of high-performance computing, computational intelligence and medical science, has seen the emergence of intelligent medical systems. These systems can provide a deeper insight into many healthcare and medical problems. They can also aid in controlling, analyzing and the management of medical applications and can provide significant improvement in the quality of life and efficacy of clinical treatment. However, the successful application of high-performance computing in medicine requires in-depth knowledge and understanding of medical systems. This book focuses on the advances and applications of high-performance computing for medical systems and provides an insight into the latest developments in the field. It will help readers to understand the high-performance computing research domain as related to intelligent medical systems, its effect on our lives and its present limitations. Part of IOP Series in Next Generation Computing.

Author : Jody Hoffer Gittell
Publisher : McGraw Hill Professional
ISBN 13 : 0071621814
Total Pages : 353 pages
Book Rating : 4.16/5 ( download)

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Download or read book High Performance Healthcare: Using the Power of Relationships to Achieve Quality, Efficiency and Resilience written by Jody Hoffer Gittell and published by McGraw Hill Professional. This book was released on 2009-04-17 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: In her groundbreaking book The Southwest Airlines Way, Jody Hoffer Gittell revealed the management secrets of the company Fortune magazine called “the most successful airline in history.” Now, the bestselling business author explains how to apply those same principles in one of our nation’s largest, most important, and increasingly complex industries. High Performance Healthcare explains the critical concept of “relational coordination”—coordinating work through shared goals, shared knowledge, and mutual respect. Because of the way healthcare is organized, weak links exist throughout the chain of communication. Gittell clearly demonstrates that relational coordination strengthens those weak links, enabling providers to deliver high quality, efficient care to their patients. Using Gittell’s innovative management methods, you will improve quality, maximize efficiency, and compete more effectively. High Performance Healthcare walks you step by step through the process of: Identifying weak areas of relational coordination within your organization Transforming work practices that are creating barriers to relational coordination Building a high performance work system to foster consistent relational coordination across all disciplines The book includes case studies illustrating how some healthcare organizations are already transforming themselves using Gittell’s proven tools. It concludes by identifying industry-level obstacles to high performance healthcare and showing how individual organizations and their leaders can support sweeping change at the highest levels. Policy changes and increased access to care will not alone answer the healthcare industry’s problems. Timely, accurate, problem-solving communication that crosses all organizational boundaries is a powerful response to business as usual. High Performance Healthcare explains exactly how to achieve this crucial dynamic, providing a long-awaited cure to an industry in crisis.

Author : Committee on the Mathematics and Physics of Emerging Dynamic Biomedical Imaging
Publisher : National Academies Press
ISBN 13 : 0309552923
Total Pages : 261 pages
Book Rating : 4.29/5 ( download)

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Download or read book Mathematics and Physics of Emerging Biomedical Imaging written by Committee on the Mathematics and Physics of Emerging Dynamic Biomedical Imaging and published by National Academies Press. This book was released on 1996-03-13 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: This cross-disciplinary book documents the key research challenges in the mathematical sciences and physics that could enable the economical development of novel biomedical imaging devices. It is hoped that the infusion of new insights from mathematical scientists and physicists will accelerate progress in imaging. Incorporating input from dozens of biomedical researchers who described what they perceived as key open problems of imaging that are amenable to attack by mathematical scientists and physicists, this book introduces the frontiers of biomedical imaging, especially the imaging of dynamic physiological functions, to the educated nonspecialist. Ten imaging modalities are covered, from the well-established (e.g., CAT scanning, MRI) to the more speculative (e.g., electrical and magnetic source imaging). For each modality, mathematics and physics research challenges are identified and a short list of suggested reading offered. Two additional chapters offer visions of the next generation of surgical and interventional techniques and of image processing. A final chapter provides an overview of mathematical issues that cut across the various modalities.

Author : Pereira, Manuela
Publisher : IGI Global
ISBN 13 : 160566281X
Total Pages : 396 pages
Book Rating : 4.17/5 ( download)

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Download or read book Biomedical Diagnostics and Clinical Technologies: Applying High-Performance Cluster and Grid Computing written by Pereira, Manuela and published by IGI Global. This book was released on 2010-09-30 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: Biomedical Diagnostics and Clinical Technologies: Applying High-Performance Cluster and Grid Computing disseminates knowledge regarding high performance computing for medical applications and bioinformatics. This critical reference source contains a valuable collection of cutting-edge research chapters for those working in the broad field of medical informatics and bioinformatics.

Author : S. Kevin Zhou
Publisher : Academic Press
ISBN 13 : 0323858880
Total Pages : 544 pages
Book Rating : 4.85/5 ( download)

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Download or read book Deep Learning for Medical Image Analysis written by S. Kevin Zhou and published by Academic Press. This book was released on 2023-12-01 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep Learning for Medical Image Analysis, Second Edition is a great learning resource for academic and industry researchers and graduate students taking courses on machine learning and deep learning for computer vision and medical image computing and analysis. Deep learning provides exciting solutions for medical image analysis problems and is a key method for future applications. This book gives a clear understanding of the principles and methods of neural network and deep learning concepts, showing how the algorithms that integrate deep learning as a core component are applied to medical image detection, segmentation, registration, and computer-aided analysis. · Covers common research problems in medical image analysis and their challenges · Describes the latest deep learning methods and the theories behind approaches for medical image analysis · Teaches how algorithms are applied to a broad range of application areas including cardiac, neural and functional, colonoscopy, OCTA applications and model assessment · Includes a Foreword written by Nicholas Ayache

Author : Wu Zhang
Publisher : Springer Science & Business Media
ISBN 13 : 9783540257851
Total Pages : 682 pages
Book Rating : 4.53/5 ( download)

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Download or read book Current Trends in High Performance Computing and Its Applications written by Wu Zhang and published by Springer Science & Business Media. This book was released on 2005-06-16 with total page 682 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains 88 research articles written by prominent researchers. The articles are chosen from a large international conference on high performance computing and its applications held in Shanghai, China. Topics covered include a variety of subjects in modern high performance computing and its applications, such as the design and analysis of high performance computing algorithms, tools and platforms, and their scientific, engineering, medical, and industrial applications. The book serves as an excellent reference work for graduate students and researchers working with high performance computing for problems in science and engineering.

Author : Manuela Pereira
Publisher : IGI Global
ISBN 13 : 9781605662800
Total Pages : 0 pages
Book Rating : 4.01/5 ( download)

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Download or read book Biomedical Diagnostics and Clinical Technologies written by Manuela Pereira and published by IGI Global. This book was released on 2011 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book disseminates knowledge regarding high performance computing for medical applications and bioinformatics"--Provided by publisher.

Author : G.R. SINHA
Publisher : PHI Learning Pvt. Ltd.
ISBN 13 : 8120349024
Total Pages : 270 pages
Book Rating : 4.25/5 ( download)

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Download or read book MEDICAL IMAGE PROCESSING written by G.R. SINHA and published by PHI Learning Pvt. Ltd.. This book was released on 2014-01-20 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical Image Processing: Concepts and Applications presents an overview of image processing for various applications in the field of medical science. Inclusion of several topics like noise reduction filters, feature extraction, image restoration, segmentation, soft computing techniques and context-based medical image retrieval, etc. makes this book a single-source information meeting the requirements of the readers. Besides, the coverage of digital image processing, human visual perception and CAD system to be used in automated diagnosis system, medical imaging modalities, various application areas of medical field, detection and classification of various disease, etc. is highly emphasised in the book. The book, divided into eight chapters, presents the topics in a clear, simple, practical and cogent fashion that provides the students with the insight into theory as well as applications to the practical problems. The research orientation of the book greatly supports the concepts of image processing to be applied for segmentation, classification and detection of affected areas in X-ray, MRI and mammographic and all other medical images. Throughout the book, an attempt has been made to address the challenges faced by radiologists, physicians and doctors in scanning, interpretation and diagnosis process. The book uses an abundance of colour images to impart a high level of comprehension of concepts and helps in mastering the process of medical image processing. Special attention is made on the review of algorithms or methods of medical image formation, processing and analysis, medical imaging applications, and emerging medical imaging modality. This is purely a text dedicated for the undergraduate and postgraduate students of biomedical engineering. The book is also of immense use to the students of computer science engineering and IT who offer a course on digital image processing. Key Points • Chapter-end review questions test the students’ knowledge of the funda-mental concepts. • Course outcomes help the students in capturing the key points. • Several images and information regarding morphological operations given in appendices help in getting additional knowledge in the field of medical image processing.