Learning Ultrasound Imaging

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3642305857
Total Pages : 253 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Learning Ultrasound Imaging by : Jose Luís del Cura

Download or read book Learning Ultrasound Imaging written by Jose Luís del Cura and published by Springer Science & Business Media. This book was released on 2012-10-26 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a practical approach to the world of diagnostic ultrasound. It has been structured in a reader-friendly, case-based format that makes it easy and enjoyable to learn the basics of the applications and interpretation of ultrasound. Each case includes illustrations, descriptions of the imaging findings, and technical details and serves to identify the essential imaging features of the pathology under consideration, thus assisting the reader in the diagnosis of similar cases. The book is divided into 17 short chapters that review the most important areas of ultrasound application and also document the latest advances in the use of contrast and interventional ultrasound. The authors treat every topic from a “how to do it” perspective with the aim of imparting their wide experience in use of the technique. This book forms part of the Learning Imaging series for medical students, residents, less experienced radiologists, and other medical staff.

Machine Learning and Medical Imaging

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Publisher : Academic Press
ISBN 13 : 0128041145
Total Pages : 512 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Machine Learning and Medical Imaging by : Guorong Wu

Download or read book Machine Learning and Medical Imaging written by Guorong Wu and published by Academic Press. This book was released on 2016-08-11 with total page 512 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Training in Diagnostic Ultrasound

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Author :
Publisher : World Health Organization
ISBN 13 : 9241208759
Total Pages : 52 pages
Book Rating : 4.2/5 (412 download)

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Book Synopsis Training in Diagnostic Ultrasound by : World Health Organization

Download or read book Training in Diagnostic Ultrasound written by World Health Organization and published by World Health Organization. This book was released on 1998 with total page 52 pages. Available in PDF, EPUB and Kindle. Book excerpt: This report defines the essential training and skills necessary for the effective employment of diagnostic ultrasound in different health care settings. It reviews the present situation in ultrasonography and the trends in the utilization of diagnostic ultrasound in clinical practice. The report also examines worldwide practice with respect to ultrasonography training for physicians, sonographers, and other categories of medical professionals, such as midwives, nurses, and assistant physicians. It presents outlines of recommended training curricula for physicians in general, advanced, and specialized ultrasonography and discusses various other factors that must be taken into account in organizing the training process. The report describes the recommended training for allied health professionals specializing in ultrasonography and presents the basic science and instrumentation aspects of the curricula. It then discusses the level of competence that should be reached by those trained in the use of diagnostic ultrasound, as well as the recommended standards for training programs, including the requirements for instructors and training centers. Recommendations for the implementation of training programs are included. An appendix outlines the applications of diagnostic ultrasound. (Contains 36 references.) (MDM).

Diagnostic Ultrasound Imaging: Inside Out

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Publisher : Academic Press
ISBN 13 : 012396542X
Total Pages : 829 pages
Book Rating : 4.1/5 (239 download)

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Book Synopsis Diagnostic Ultrasound Imaging: Inside Out by : Thomas L. Szabo

Download or read book Diagnostic Ultrasound Imaging: Inside Out written by Thomas L. Szabo and published by Academic Press. This book was released on 2013-12-05 with total page 829 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diagnostic Ultrasound Imaging provides a unified description of the physical principles of ultrasound imaging, signal processing, systems and measurements. This comprehensive reference is a core resource for both graduate students and engineers in medical ultrasound research and design. With continuing rapid technological development of ultrasound in medical diagnosis, it is a critical subject for biomedical engineers, clinical and healthcare engineers and practitioners, medical physicists, and related professionals in the fields of signal and image processing. The book contains 17 new and updated chapters covering the fundamentals and latest advances in the area, and includes four appendices, 450 figures (60 available in color on the companion website), and almost 1,500 references. In addition to the continual influx of readers entering the field of ultrasound worldwide who need the broad grounding in the core technologies of ultrasound, this book provides those already working in these areas with clear and comprehensive expositions of these key new topics as well as introductions to state-of-the-art innovations in this field. Enables practicing engineers, students and clinical professionals to understand the essential physics and signal processing techniques behind modern imaging systems as well as introducing the latest developments that will shape medical ultrasound in the future Suitable for both newcomers and experienced readers, the practical, progressively organized applied approach is supported by hands-on MATLAB® code and worked examples that enable readers to understand the principles underlying diagnostic and therapeutic ultrasound Covers the new important developments in the use of medical ultrasound: elastography and high-intensity therapeutic ultrasound. Many new developments are comprehensively reviewed and explained, including aberration correction, acoustic measurements, acoustic radiation force imaging, alternate imaging architectures, bioeffects: diagnostic to therapeutic, Fourier transform imaging, multimode imaging, plane wave compounding, research platforms, synthetic aperture, vector Doppler, transient shear wave elastography, ultrafast imaging and Doppler, functional ultrasound and viscoelastic models

Ultrasound B-mode Imaging: Beamforming and Image Formation Techniques

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Author :
Publisher : MDPI
ISBN 13 : 3039211994
Total Pages : 148 pages
Book Rating : 4.0/5 (392 download)

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Book Synopsis Ultrasound B-mode Imaging: Beamforming and Image Formation Techniques by : Giulia Matrone

Download or read book Ultrasound B-mode Imaging: Beamforming and Image Formation Techniques written by Giulia Matrone and published by MDPI. This book was released on 2019-10-04 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ultrasound medical imaging stands out among the other diagnostic imaging modalities for its patient-friendliness, high temporal resolution, low cost, and absence of ionizing radiation. On the other hand, it may still suffer from limited detail level, low signal-to-noise ratio, and narrow field-of-view. In the last decade, new beamforming and image reconstruction techniques have emerged which aim at improving resolution, contrast, and clutter suppression, especially in difficult-to-image patients. Nevertheless, achieving a higher image quality is of the utmost importance in diagnostic ultrasound medical imaging, and further developments are still indispensable. From this point of view, a crucial role can be played by novel beamforming techniques as well as by non-conventional image formation techniques (e.g., advanced transmission strategies, and compounding, coded, and harmonic imaging). This Special Issue includes novel contributions on both ultrasound beamforming and image formation techniques, particularly addressed at improving B-mode image quality and related diagnostic content. This indeed represents a hot topic in the ultrasound imaging community, and further active research in this field is expected, where many challenges still persist.

Medical Imaging

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Publisher : CRC Press
ISBN 13 : 0429642490
Total Pages : 251 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Medical Imaging by : K.C. Santosh

Download or read book Medical Imaging written by K.C. Santosh and published by CRC Press. This book was released on 2019-08-20 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Machine Learning for Tomographic Imaging

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Publisher : Programme: Iop Expanding Physi
ISBN 13 : 9780750322140
Total Pages : 250 pages
Book Rating : 4.3/5 (221 download)

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Book Synopsis Machine Learning for Tomographic Imaging by : Ge Wang

Download or read book Machine Learning for Tomographic Imaging written by Ge Wang and published by Programme: Iop Expanding Physi. This book was released on 2019-12-30 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning represents a paradigm shift in tomographic imaging, and image reconstruction is a new frontier of machine learning. This book will meet the needs of those who want to catch the wave of smart imaging. The book targets graduate students and researchers in the imaging community. Open network software, working datasets, and multimedia will be included. The first of its kind in the emerging field of deep reconstruction and deep imaging, Machine Learning for Tomographic Imaging presents the most essential elements, latest progresses and an in-depth perspective on this important topic.

Medical Ultrasound, and Preterm, Perinatal and Paediatric Image Analysis

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Author :
Publisher : Springer Nature
ISBN 13 : 3030603342
Total Pages : 345 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Medical Ultrasound, and Preterm, Perinatal and Paediatric Image Analysis by : Yipeng Hu

Download or read book Medical Ultrasound, and Preterm, Perinatal and Paediatric Image Analysis written by Yipeng Hu and published by Springer Nature. This book was released on 2020-10-01 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the First International Workshop on Advances in Simplifying Medical UltraSound, ASMUS 2020, and the 5th International Workshop on Perinatal, Preterm and Paediatric Image Analysis, PIPPI 2020, held in conjunction with MICCAI 2020, the 23rd International Conference on Medical Image Computing and Computer-Assisted Intervention. The conference was planned to take place in Lima, Peru, but changed to an online event due to the Coronavirus pandemic. For ASMUS 2020, 19 contributions were accepted from 26 submissions; the 14 contributions from the PIPPI workshop were carefully reviewed and selected from 21 submissions. The papers were organized in topical sections named: diagnosis and measurement; segmentation, captioning and enhancement; localisation and guidance; robotics and skill assessment, and PIPPI 2020.

Ultrasound

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Publisher : Thieme
ISBN 13 : 3131620323
Total Pages : 1296 pages
Book Rating : 4.1/5 (316 download)

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Book Synopsis Ultrasound by : Edward I. Bluth

Download or read book Ultrasound written by Edward I. Bluth and published by Thieme. This book was released on 2011-01-01 with total page 1296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on a popular course taught at the Radiological Society of North America's Annual Meeting, this book provides all the essential information for choosing the appropriate imaging examination and completing the imaging workup of a patient. Chapters are organized into parts according to the anatomical location of the clinical problems addressed. The authors guide the reader through the diagnostic evaluation, reviewing the indications for and the strengths and limitations of ultrasound imaging.Features: Practical information on the usefulness of ultrasound, nonimaging tests, or other imaging modalities, such as CT and MR, for evaluating each clinical situation Clear descriptions of symptoms and differential diagnosis Nearly 1,300 images and photographs demonstrating key points A new chapter on neonatal spinal cord anomalies Comprehensive and up-to-date, this edition is essential for ultrasonographers, radiologists, residents, physicians, nurses, and radiology assistants seeking the latest recommendations for the effective use of ultrasonography.

Ultrasound for Primary Care

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Author :
Publisher : Lippincott Williams & Wilkins
ISBN 13 : 1975124723
Total Pages : 1103 pages
Book Rating : 4.9/5 (751 download)

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Book Synopsis Ultrasound for Primary Care by : Paul Bornemann

Download or read book Ultrasound for Primary Care written by Paul Bornemann and published by Lippincott Williams & Wilkins. This book was released on 2020-07-29 with total page 1103 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master high-yield point-of-care ultrasound applications that are targeted specifically to answer questions that arise commonly in the outpatient clinic! Written for primary care providers in Family Medicine, Pediatrics and Internal Medicine, Ultrasound for Primary Care is a practical, easy-to-read guide. Learn to incorporate ultrasound to augment your physical exam for evaluation of thyroid nodules, enlarged lymph nodes, pericardial effusion, chronic kidney disease, and a host of musculoskeletal issues, and much more. Additionally, included are chapters on ultrasound for guidance of procedures including joint injections, lumbar puncture and needle biopsy, to name a few. Well-illustrated and highly templated, this unique title helps you expand the scope of your practice and provide more effective patient care. This is the tablet version which does not include access to the supplemental content mentioned in the text.

Sonography Principles and Instruments - E-Book

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Publisher : Elsevier Health Sciences
ISBN 13 : 0323322727
Total Pages : 307 pages
Book Rating : 4.3/5 (233 download)

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Book Synopsis Sonography Principles and Instruments - E-Book by : Frederick W. Kremkau

Download or read book Sonography Principles and Instruments - E-Book written by Frederick W. Kremkau and published by Elsevier Health Sciences. This book was released on 2015-09-03 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how diagnostic ultrasound works, and find out how to properly handle artifacts, scan safely, evaluate instrument performance, and prepare for registry examinations, with the market-leading Sonography Principles and Instruments, 9th Edition. It concisely and comprehensively covers the essential aspects of ultrasound physics and instrumentation like Doppler, artifacts, safety, quality assurance, and the newest technology — all in a dynamic, highly visual format for easy review of key information. Dr. Kremkau, unlike others, uses extensive exam questions, over 1,000 high-quality illustrations, and only the most basic equations to simplify complicated concepts, making this text a highly respected reference for sonography students and professionals. Essential coverage of physics and sonography prepares you for the physics portion of the American Registry for Diagnostic Medical Sonography (ARDMS) certification exam. Current technology content, including the continuing progression of contrast agents and 3D and the more general aspects of transducers and instruments, helps you better comprehend the text. Straightforward explanations simplify complicated concepts. Learning objectives at the beginning of every chapter give you a measurable outcome to achieve. Key terms provide you with a list of the most important terms at the beginning of each chapter. Key Points, called out with an icon and special type, highlight the most important information to help you study more efficiently. Bulleted reviews at the end of each chapter identify key concepts covered in that chapter. End-of-chapter exercises test your knowledge and understanding with a mix of true/false, fill-in-the-blank, multiple choice, and matching questions. Glossary of key terms at the end of the book serves as a quick reference, letting you look up definitions without having to search through each chapter. Appendices, including a List of Symbols, Complication of Equations, and Mathematics Review, equip you with additional resources to help comprehend difficult concepts. An Evolve site with student resources enhances your learning experience. A full-color design depicts over 120 high-quality ultrasound scans similar to what you will encounter in the clinical setting. NEW! All-new content on elastography, shear wave imaging, acoustic radiation force impulse imaging (ARFI), volume imaging, power M-mode Doppler in TCD, miniaturization, and newer acquisition technique in Epic System keeps you in the know. NEW! Updated instrument output data and official safety statements ensure you are current with today’s technology. NEW! Updated art added to necessary chapters gives you an up-to-date representation of what you will encounter in the clinical setting.

Essentials of Ultrasound Imaging

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Author :
Publisher : Elsevier
ISBN 13 : 0323953727
Total Pages : 334 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Essentials of Ultrasound Imaging by : Thomas L. Szabo

Download or read book Essentials of Ultrasound Imaging written by Thomas L. Szabo and published by Elsevier. This book was released on 2023-11-28 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: Essentials of Ultrasound Imaging offers a fast track introduction to the science, physics and technology of ultrasound imaging systems. Uniquely, principles are revealed by examples from software simulation programs, thus allowing the reader to engage with the concepts having minimal mathematical background. The material is organized around a functional block diagram which is, in turn, related to physical processes and implementations of the functional concepts on commercial and research imaging systems. Examples from a Verasonics Vantage Research Ultrasound System provide unparalleled insight into each step of ultrasound image creation including signal processing, transducer operation, different types of beamforming, and image formation. The last chapter examines the potential and capabilities of ultrasound imaging and measurement for future applications. With a thorough grounding of the physics and methods of ultrasound imaging, this book is suitable for students learning about ultrasound and researchers involved, or starting out in, ultrasound research development who might not have the background to understand the latest developments. Gives an understanding of wave propagation, piezoelectric transducers, beam focusing, Doppler imaging of fluid flow, types of ultrasound systems, and real-time image formation and resolution Explains basic mathematical and scientific concepts underlying ultrasound imaging and physics Follows the passage of pulse-echo waveforms through the changes made by wave propagation, array beam formation, absorption, and system processing to image formation Describes the concepts written in MATLAB® that are illustrated by numerous examples from unique simulations of physics, processing, and imaging and from experiments and signals within an ultrasound research system Presents an accompanying simulator software package, in executable form, designed to demonstrate concepts with minimal mathematical background, together with a curriculum of hands-on experiments using an ultrasound research system, both available from Verasonics

Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments

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Author :
Publisher : IGI Global
ISBN 13 : 1799866920
Total Pages : 381 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments by : Raj, Alex Noel Joseph

Download or read book Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments written by Raj, Alex Noel Joseph and published by IGI Global. This book was released on 2020-12-25 with total page 381 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advancements in imaging techniques and image analysis has broadened the horizons for their applications in various domains. Image analysis has become an influential technique in medical image analysis, optical character recognition, geology, remote sensing, and more. However, analysis of images under constrained and unconstrained environments require efficient representation of the data and complex models for accurate interpretation and classification of data. Deep learning methods, with their hierarchical/multilayered architecture, allow the systems to learn complex mathematical models to provide improved performance in the required task. The Handbook of Research on Deep Learning-Based Image Analysis Under Constrained and Unconstrained Environments provides a critical examination of the latest advancements, developments, methods, systems, futuristic approaches, and algorithms for image analysis and addresses its challenges. Highlighting concepts, methods, and tools including convolutional neural networks, edge enhancement, image segmentation, machine learning, and image processing, the book is an essential and comprehensive reference work for engineers, academicians, researchers, and students.

Basics of Biomedical Ultrasound for Engineers

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470561467
Total Pages : 394 pages
Book Rating : 4.4/5 (75 download)

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Book Synopsis Basics of Biomedical Ultrasound for Engineers by : Haim Azhari

Download or read book Basics of Biomedical Ultrasound for Engineers written by Haim Azhari and published by John Wiley & Sons. This book was released on 2010-03-25 with total page 394 pages. Available in PDF, EPUB and Kindle. Book excerpt: A practical learning tool for building a solid understanding of biomedical ultrasound Basics of Biomedical Ultrasound for Engineers is a structured textbook that leads the novice through the field in a clear, step-by-step manner. Based on twenty years of teaching experience, it begins with the most basic definitions of waves, proceeds to ultrasound in fluids and solids, explains the principles of wave attenuation and reflection, then introduces to the reader the principles of focusing devices, ultrasonic transducers, and acoustic fields, and then delves into integrative applications of ultrasound in conventional and advanced medical imaging techniques (including Doppler imaging) and therapeutic ultrasound. Demonstrative medical applications are interleaved within the text and exemplary questions with solutions are provided on every chapter. Readers will come away with the basic toolkit of knowledge they need to successfully use ultrasound in biomedicine and conduct research. Encompasses a wide range of topics within biomedical ultrasound, from attenuation and eflection of waves to the intricacies of focusing devices, transducers, acoustic fields, modern medical imaging techniques, and therapeutics Explains the most common applications of biomedical ultrasound from an engineering point of view Provides need-to-know information in the form of physical and mathematical principles directed at concrete applications Fills in holes in knowledge caused by ever-increasing new applications of ultrasonic imaging and therapy Basics of Biomedical Ultrasound for Engineers is designed for undergraduate and graduate engineering students; academic/research engineers unfamiliar with ultrasound; and physicians and researchers in biomedical disciplines who need an introduction to the field. This book is meant to be “my first book on biomedical ultrasound” for anyone who is interested in the field.

Basic Physics of Ultrasonographic Imaging

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Author :
Publisher : World Health Organization
ISBN 13 : 9789241592994
Total Pages : 106 pages
Book Rating : 4.5/5 (929 download)

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Book Synopsis Basic Physics of Ultrasonographic Imaging by : N. M. Tole

Download or read book Basic Physics of Ultrasonographic Imaging written by N. M. Tole and published by World Health Organization. This book was released on 2005 with total page 106 pages. Available in PDF, EPUB and Kindle. Book excerpt: The present volume on basic physics of ultrasonographic imaging procedures provides clear and concise information on the physics behind ultrasound examinations in diagnostic imaging. It attempts to present the subject from a simple approach that should make it possible for the target groups to comprehend the important concepts which form the physical basis of ultrasonic imaging. The main target group of this manual is radiological technologists and radiographers working with diagnostic ultrasound in developing countries. Clinicians and nurse practitioners may also find the simple presentation appealing. A conscious effort has been made to avoid detailed mathematical treatment of the subject. The emphasis is on simplicity.

Ultrasound: The Requisites

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Author :
Publisher : Elsevier Health Sciences
ISBN 13 : 0323086187
Total Pages : 815 pages
Book Rating : 4.3/5 (23 download)

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Book Synopsis Ultrasound: The Requisites by : Barbara S. Hertzberg

Download or read book Ultrasound: The Requisites written by Barbara S. Hertzberg and published by Elsevier Health Sciences. This book was released on 2015-07-17 with total page 815 pages. Available in PDF, EPUB and Kindle. Book excerpt: This bestselling volume in The RequisitesT Series provides a comprehensive introduction to timely ultrasound concepts, ensuring quick access to all the essential tools for the effective practice of ultrasonography. Comprehensive yet concise, Ultrasound covers everything from basic principles to advanced state-of-the-art techniques. This title perfectly fulfills the career-long learning, maintenance of competence, reference, and review needs of residents, fellows, and practicing physicians. Covers the spectrum of ultrasound use for general, vascular, obstetric, and gynecologic imaging. Fully illustrated design includes numerous side-by-side correlative images. Written at a level ideal for residents seeking an understanding of the basics, or for practitioners interested in lifelong learning and maintenance of competence. Extensive boxes and tables highlight differential diagnoses and summarize findings. "Key Features" boxes offer a review of key information at the end of each chapter. Explore extensively updated and expanded content on important topics such as practical physics and image optimization, the thyroid, salivary glands, bowel, musculoskeletal system, cervical nodal disease, ectopic pregnancy, early pregnancy failure, management of asymptomatic adnexal cysts, practice guidelines - and a new chapter on fetal chromosome abnormalities. Visualize the complete spectrum of diseases with many new and expanded figures of anatomy and pathology, additional correlative imaging, and new schematics demonstrating important concepts and findings. Further enhance your understanding with visual guidance from the accompanying electronic version, which features over 600 additional figures and more than 350 real-time ultrasound videos. Expert Consult eBook version included with purchase. The enhanced eBook experience allows you to view the additional images and video segments and access all of the text, figures, and suggested readings on a variety of devices.

Understanding and Interpreting Machine Learning in Medical Image Computing Applications

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Author :
Publisher : Springer
ISBN 13 : 3030026280
Total Pages : 149 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Understanding and Interpreting Machine Learning in Medical Image Computing Applications by : Danail Stoyanov

Download or read book Understanding and Interpreting Machine Learning in Medical Image Computing Applications written by Danail Stoyanov and published by Springer. This book was released on 2018-10-23 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed joint proceedings of the First International Workshop on Machine Learning in Clinical Neuroimaging, MLCN 2018, the First International Workshop on Deep Learning Fails, DLF 2018, and the First International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, iMIMIC 2018, held in conjunction with the 21st International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2018, in Granada, Spain, in September 2018. The 4 full MLCN papers, the 6 full DLF papers, and the 6 full iMIMIC papers included in this volume were carefully reviewed and selected. The MLCN contributions develop state-of-the-art machine learning methods such as spatio-temporal Gaussian process analysis, stochastic variational inference, and deep learning for applications in Alzheimer's disease diagnosis and multi-site neuroimaging data analysis; the DLF papers evaluate the strengths and weaknesses of DL and identify the main challenges in the current state of the art and future directions; the iMIMIC papers cover a large range of topics in the field of interpretability of machine learning in the context of medical image analysis.