Using Pattern Recognition Algorithms In Dynamic Contrast Enhanced Magnetic Resonance Imaging

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Pattern Recognition and Signal Analysis in Medical Imaging

Author : Anke Meyer-Baese
Publisher : Elsevier
ISBN 13 : 0124166156
Total Pages : 467 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Pattern Recognition and Signal Analysis in Medical Imaging by : Anke Meyer-Baese

Download or read book Pattern Recognition and Signal Analysis in Medical Imaging written by Anke Meyer-Baese and published by Elsevier. This book was released on 2014-03-21 with total page 467 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical imaging is one of the heaviest funded biomedical engineering research areas. The second edition of Pattern Recognition and Signal Analysis in Medical Imaging brings sharp focus to the development of integrated systems for use in the clinical sector, enabling both imaging and the automatic assessment of the resultant data. Since the first edition, there has been tremendous development of new, powerful technologies for detecting, storing, transmitting, analyzing, and displaying medical images. Computer-aided analytical techniques, coupled with a continuing need to derive more information from medical images, has led to a growing application of digital processing techniques in cancer detection as well as elsewhere in medicine. This book is an essential tool for students and professionals, compiling and explaining proven and cutting-edge methods in pattern recognition for medical imaging. - New edition has been expanded to cover signal analysis, which was only superficially covered in the first edition - New chapters cover Cluster Validity Techniques, Computer-Aided Diagnosis Systems in Breast MRI, Spatio-Temporal Models in Functional, Contrast-Enhanced and Perfusion Cardiovascular MRI - Gives readers an unparalleled insight into the latest pattern recognition and signal analysis technologies, modeling, and applications

Pattern Recognition

Author : Peng-Yeng Yin
Publisher : BoD – Books on Demand
ISBN 13 : 9533070145
Total Pages : 582 pages
Book Rating : 4.5/5 (33 download)

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Book Synopsis Pattern Recognition by : Peng-Yeng Yin

Download or read book Pattern Recognition written by Peng-Yeng Yin and published by BoD – Books on Demand. This book was released on 2009-10-01 with total page 582 pages. Available in PDF, EPUB and Kindle. Book excerpt: For more than 40 years, pattern recognition approaches are continuingly improving and have been used in an increasing number of areas with great success. This book discloses recent advances and new ideas in approaches and applications for pattern recognition. The 30 chapters selected in this book cover the major topics in pattern recognition. These chapters propose state-of-the-art approaches and cutting-edge research results. I could not thank enough to the contributions of the authors. This book would not have been possible without their support.

Machine Learning in Medical Imaging

Author : Kenji Suzuki
Publisher : Springer
ISBN 13 : 3642243193
Total Pages : 383 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Machine Learning in Medical Imaging by : Kenji Suzuki

Download or read book Machine Learning in Medical Imaging written by Kenji Suzuki and published by Springer. This book was released on 2011-09-25 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Workshop on Machine Learning in Medical Imaging, MLMI 2011, held in conjunction with MICCAI 2011, in Toronto, Canada, in September 2011. The 44 revised full papers presented were carefully reviewed and selected from 74 submissions. The papers focus on major trends in machine learning in medical imaging aiming to identify new cutting-edge techniques and their use in medical imaging.

Proceedings of Fifth International Conference on Soft Computing for Problem Solving

Author : Millie Pant
Publisher : Springer
ISBN 13 : 981100448X
Total Pages : 1030 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Proceedings of Fifth International Conference on Soft Computing for Problem Solving by : Millie Pant

Download or read book Proceedings of Fifth International Conference on Soft Computing for Problem Solving written by Millie Pant and published by Springer. This book was released on 2016-03-19 with total page 1030 pages. Available in PDF, EPUB and Kindle. Book excerpt: The proceedings of SocProS 2015 will serve as an academic bonanza for scientists and researchers working in the field of Soft Computing. This book contains theoretical as well as practical aspects using fuzzy logic, neural networks, evolutionary algorithms, swarm intelligence algorithms, etc., with many applications under the umbrella of ‘Soft Computing’. The book will be beneficial for young as well as experienced researchers dealing across complex and intricate real world problems for which finding a solution by traditional methods is a difficult task. The different application areas covered in the proceedings are: Image Processing, Cryptanalysis, Industrial Optimization, Supply Chain Management, Newly Proposed Nature Inspired Algorithms, Signal Processing, Problems related to Medical and Health Care, Networking Optimization Problems, etc.

Abdomen and Thoracic Imaging

Author : Ayman S. El-Baz
Publisher : Springer Science & Business Media
ISBN 13 : 1461484987
Total Pages : 769 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Abdomen and Thoracic Imaging by : Ayman S. El-Baz

Download or read book Abdomen and Thoracic Imaging written by Ayman S. El-Baz and published by Springer Science & Business Media. This book was released on 2013-11-26 with total page 769 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book covers novel strategies of state of the art in engineering and clinical analysis and approaches for analyzing abdominal imaging, including lung, mediastinum, pleura, liver, kidney and gallbladder. In the last years the imaging techniques have experienced a tremendous improvement in the diagnosis and characterization of the pathologies that affect abdominal organs. In particular, the introduction of extremely fast CT scanners and high Magnetic field MR Systems allow imaging with an exquisite level of detail the anatomy and pathology of liver, kidney, pancreas, gallbladder as well as lung and mediastinum. Moreover, thanks to the development of powerful computer hardware and advanced mathematical algorithms the quantitative and automated\semi automated diagnosis of the pathology is becoming a reality. Medical image analysis plays an essential role in the medical imaging field, including computer-aided diagnosis, organ/lesion segmentation, image registration, and image-guided therapy. This book will cover all the imaging techniques, potential for applying such imaging clinically, and offer present and future applications as applied to the abdomen and thoracic imaging with the most world renowned scientists in these fields. The main aim of this book is to help advance scientific research within the broad field of abdominal imaging. This book focuses on major trends and challenges in this area, and it presents work aimed to identify new techniques and their use in medical imaging analysis for abdominal imaging.

Protocols and Methodologies in Basic Science and Clinical Cardiac MRI

Author : Christakis Constantinides
Publisher : Springer
ISBN 13 : 3319530011
Total Pages : 445 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Protocols and Methodologies in Basic Science and Clinical Cardiac MRI by : Christakis Constantinides

Download or read book Protocols and Methodologies in Basic Science and Clinical Cardiac MRI written by Christakis Constantinides and published by Springer. This book was released on 2017-10-24 with total page 445 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the practical issues of the implementation of state-of-the-art acquisition methodologies and protocols for both basic science and clinical practice. It is a practical guidebook for both beginners and advanced users for easy and practical implementation of acquisition protocols. It is relevant for a wide audience that ranges from students, residents, fellows, basic scientists, physicists, engineers, and medical practitioners. The novelty of this book relates to its intended practical use and focus on state-of-the-art cardiac MRI techniques that span both the clinical and basic science fields. In comparison and contrast to other pre-existing books, this book will distinguish from others for its practical usefulness and conciseness. Correspondingly, the book will be used as a handbook (quick reference) for new starters or people who would like to establish state-of-the-art cardiac MRI techniques in their institutions. Given the historical evolution of technique development in MRI, the clinical and basic science topics will be described separately. However, in instances where basic science development complemented (or is envisaged to complement) clinical development (e.g., Diffusion MRI and tractography), every effort will be made to allow a comprehensive review and associations of the clinical/basic science subfields.

Handbook of Research on Advanced Techniques in Diagnostic Imaging and Biomedical Applications

Author : Exarchos, Themis P.
Publisher : IGI Global
ISBN 13 : 1605663158
Total Pages : 597 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Handbook of Research on Advanced Techniques in Diagnostic Imaging and Biomedical Applications by : Exarchos, Themis P.

Download or read book Handbook of Research on Advanced Techniques in Diagnostic Imaging and Biomedical Applications written by Exarchos, Themis P. and published by IGI Global. This book was released on 2009-04-30 with total page 597 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book includes state-of-the-art methodologies that introduce biomedical imaging in decision support systems and their applications in clinical practice"--Provided by publisher.

Biomedical Image Segmentation

Author : Ayman El-Baz
Publisher : CRC Press
ISBN 13 : 1482258560
Total Pages : 547 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Biomedical Image Segmentation by : Ayman El-Baz

Download or read book Biomedical Image Segmentation written by Ayman El-Baz and published by CRC Press. This book was released on 2016-11-17 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: As one of the most important tasks in biomedical imaging, image segmentation provides the foundation for quantitative reasoning and diagnostic techniques. A large variety of different imaging techniques, each with its own physical principle and characteristics (e.g., noise modeling), often requires modality-specific algorithmic treatment. In recent years, substantial progress has been made to biomedical image segmentation. Biomedical image segmentation is characterized by several specific factors. This book presents an overview of the advanced segmentation algorithms and their applications.

Biomedical Image Understanding

Author : Joo-Hwee Lim
Publisher : John Wiley & Sons
ISBN 13 : 1118715152
Total Pages : 524 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Biomedical Image Understanding by : Joo-Hwee Lim

Download or read book Biomedical Image Understanding written by Joo-Hwee Lim and published by John Wiley & Sons. This book was released on 2015-02-16 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to understanding and interpreting digital images in medical and functional applications Biomedical Image Understanding focuses on image understanding and semantic interpretation, with clear introductions to related concepts, in-depth theoretical analysis, and detailed descriptions of important biomedical applications. It covers image processing, image filtering, enhancement, de-noising, restoration, and reconstruction; image segmentation and feature extraction; registration; clustering, pattern classification, and data fusion. With contributions from experts in China, France, Italy, Japan, Singapore, the United Kingdom, and the United States, Biomedical Image Understanding: Addresses motion tracking and knowledge-based systems, two areas which are not covered extensively elsewhere in a biomedical context Describes important clinical applications, such as virtual colonoscopy, ocular disease diagnosis, and liver tumor detection Contains twelve self-contained chapters, each with an introduction to basic concepts, principles, and methods, and a case study or application With over 150 diagrams and illustrations, this bookis an essential resource for the reader interested in rapidly advancing research and applications in biomedical image understanding.

Machine Learning Algorithms for Signal and Image Processing

Author : Deepika Ghai
Publisher : John Wiley & Sons
ISBN 13 : 1119861845
Total Pages : 516 pages
Book Rating : 4.1/5 (198 download)

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Book Synopsis Machine Learning Algorithms for Signal and Image Processing by : Deepika Ghai

Download or read book Machine Learning Algorithms for Signal and Image Processing written by Deepika Ghai and published by John Wiley & Sons. This book was released on 2022-11-18 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine Learning Algorithms for Signal and Image Processing Enables readers to understand the fundamental concepts of machine and deep learning techniques with interactive, real-life applications within signal and image processing Machine Learning Algorithms for Signal and Image Processing aids the reader in designing and developing real-world applications using advances in machine learning to aid and enhance speech signal processing, image processing, computer vision, biomedical signal processing, adaptive filtering, and text processing. It includes signal processing techniques applied for pre-processing, feature extraction, source separation, or data decompositions to achieve machine learning tasks. Written by well-qualified authors and contributed to by a team of experts within the field, the work covers a wide range of important topics, such as: Speech recognition, image reconstruction, object classification and detection, and text processing Healthcare monitoring, biomedical systems, and green energy How various machine and deep learning techniques can improve accuracy, precision rate recall rate, and processing time Real applications and examples, including smart sign language recognition, fake news detection in social media, structural damage prediction, and epileptic seizure detection Professionals within the field of signal and image processing seeking to adapt their work further will find immense value in this easy-to-understand yet extremely comprehensive reference work. It is also a worthy resource for students and researchers in related fields who are looking to thoroughly understand the historical and recent developments that have been made in the field.

Handbook of Medical Image Processing and Analysis

Author : Isaac Bankman
Publisher : Elsevier
ISBN 13 : 008055914X
Total Pages : 1009 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Handbook of Medical Image Processing and Analysis by : Isaac Bankman

Download or read book Handbook of Medical Image Processing and Analysis written by Isaac Bankman and published by Elsevier. This book was released on 2008-12-24 with total page 1009 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Handbook of Medical Image Processing and Analysis is a comprehensive compilation of concepts and techniques used for processing and analyzing medical images after they have been generated or digitized. The Handbook is organized into six sections that relate to the main functions: enhancement, segmentation, quantification, registration, visualization, and compression, storage and communication.The second edition is extensively revised and updated throughout, reflecting new technology and research, and includes new chapters on: higher order statistics for tissue segmentation; tumor growth modeling in oncological image analysis; analysis of cell nuclear features in fluorescence microscopy images; imaging and communication in medical and public health informatics; and dynamic mammogram retrieval from web-based image libraries.For those looking to explore advanced concepts and access essential information, this second edition of Handbook of Medical Image Processing and Analysis is an invaluable resource. It remains the most complete single volume reference for biomedical engineers, researchers, professionals and those working in medical imaging and medical image processing.Dr. Isaac N. Bankman is the supervisor of a group that specializes on imaging, laser and sensor systems, modeling, algorithms and testing at the Johns Hopkins University Applied Physics Laboratory. He received his BSc degree in Electrical Engineering from Bogazici University, Turkey, in 1977, the MSc degree in Electronics from University of Wales, Britain, in 1979, and a PhD in Biomedical Engineering from the Israel Institute of Technology, Israel, in 1985. He is a member of SPIE. - Includes contributions from internationally renowned authors from leading institutions - NEW! 35 of 56 chapters have been revised and updated. Additionally, five new chapters have been added on important topics incluling Nonlinear 3D Boundary Detection, Adaptive Algorithms for Cancer Cytological Diagnosis, Dynamic Mammogram Retrieval from Web-Based Image Libraries, Imaging and Communication in Health Informatics and Tumor Growth Modeling in Oncological Image Analysis. - Provides a complete collection of algorithms in computer processing of medical images - Contains over 60 pages of stunning, four-color images

Novel Methods for Oncologic Imaging Analysis: Radiomics, Machine Learning, and Artificial Intelligence

Author : Xuelei Ma
Publisher : Frontiers Media SA
ISBN 13 : 2889713474
Total Pages : 355 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Novel Methods for Oncologic Imaging Analysis: Radiomics, Machine Learning, and Artificial Intelligence by : Xuelei Ma

Download or read book Novel Methods for Oncologic Imaging Analysis: Radiomics, Machine Learning, and Artificial Intelligence written by Xuelei Ma and published by Frontiers Media SA. This book was released on 2021-09-23 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Biomedical Signal Analysis

Author : Fabian J. Theis
Publisher : MIT Press
ISBN 13 : 0262013282
Total Pages : 438 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Biomedical Signal Analysis by : Fabian J. Theis

Download or read book Biomedical Signal Analysis written by Fabian J. Theis and published by MIT Press. This book was released on 2010 with total page 438 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive introduction to innovative methods in the field of biomedical signal analysis, covering both theory and practice. Biomedical signal analysis has become one of the most important visualization and interpretation methods in biology and medicine. Many new and powerful instruments for detecting, storing, transmitting, analyzing, and displaying images have been developed in recent years, allowing scientists and physicians to obtain quantitative measurements to support scientific hypotheses and medical diagnoses. This book offers an overview of a range of proven and new methods, discussing both theoretical and practical aspects of biomedical signal analysis and interpretation.After an introduction to the topic and a survey of several processing and imaging techniques, the book describes a broad range of methods, including continuous and discrete Fourier transforms, independent component analysis (ICA), dependent component analysis, neural networks, and fuzzy logic methods. The book then discusses applications of these theoretical tools to practical problems in everyday biosignal processing, considering such subjects as exploratory data analysis and low-frequency connectivity analysis in fMRI, MRI signal processing including lesion detection in breast MRI, dynamic cerebral contrast-enhanced perfusion MRI, skin lesion classification, and microscopic slice image processing and automatic labeling. Biomedical Signal Analysis can be used as a text or professional reference. Part I, on methods, forms a self-contained text, with exercises and other learning aids, for upper-level undergraduate or graduate-level students. Researchers or graduate students in systems biology, genomic signal processing, and computer-assisted radiology will find both parts I and II (on applications) a valuable handbook.

Quantitative MRI in Cancer

Author : Thomas E. Yankeelov
Publisher : Taylor & Francis
ISBN 13 : 1439820589
Total Pages : 331 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Quantitative MRI in Cancer by : Thomas E. Yankeelov

Download or read book Quantitative MRI in Cancer written by Thomas E. Yankeelov and published by Taylor & Francis. This book was released on 2011-09-13 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: Propelling quantitative MRI techniques from bench to bedside, Quantitative MRI in Cancer presents a range of quantitative MRI methods for assessing tumor biology. It includes biophysical and theoretical explanations of the most relevant MRI techniques as well as examples of these techniques in cancer applications.The introductory part of the book c

Magnetic Resonance Imaging for Radiation Therapy

Author : Ning Wen
Publisher : Frontiers Media SA
ISBN 13 : 288963762X
Total Pages : 170 pages
Book Rating : 4.8/5 (896 download)

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Book Synopsis Magnetic Resonance Imaging for Radiation Therapy by : Ning Wen

Download or read book Magnetic Resonance Imaging for Radiation Therapy written by Ning Wen and published by Frontiers Media SA. This book was released on 2020-06-04 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Prostate Cancer Imaging

Author : Ayman El-Baz
Publisher : CRC Press
ISBN 13 : 0429784678
Total Pages : 363 pages
Book Rating : 4.4/5 (297 download)

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Book Synopsis Prostate Cancer Imaging by : Ayman El-Baz

Download or read book Prostate Cancer Imaging written by Ayman El-Baz and published by CRC Press. This book was released on 2018-10-31 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers novel strategies and state of the art approaches for automated non-invasive systems for early prostate cancer diagnosis. Prostate cancer is the most frequently diagnosed malignancy after skin cancer and the second leading cause of cancer related male deaths in the USA after lung cancer. However, early detection of prostate cancer increases chances of patients’ survival. Generally, The CAD systems analyze the prostate images in three steps: (i) prostate segmentation; (ii) Prostate description or feature extraction; and (iii) classification of the prostate status. Explores all of the latest research and developments in state-of-the art imaging of the prostate from world class experts. Contains a comprehensive overview of 2D/3D Shape Modeling for MRI data. Presents a detailed examination of automated segmentation of the prostate in 3D imaging. Examines Computer-Aided-Diagnosis through automated techniques. There will be extensive references at the end of each chapter to enhance further study.

Magnetic Resonance Image Reconstruction

Author : Mehmet Akcakaya
Publisher : Academic Press
ISBN 13 : 012822746X
Total Pages : 518 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Magnetic Resonance Image Reconstruction by : Mehmet Akcakaya

Download or read book Magnetic Resonance Image Reconstruction written by Mehmet Akcakaya and published by Academic Press. This book was released on 2022-11-04 with total page 518 pages. Available in PDF, EPUB and Kindle. Book excerpt: Magnetic Resonance Image Reconstruction: Theory, Methods and Applications presents the fundamental concepts of MR image reconstruction, including its formulation as an inverse problem, as well as the most common models and optimization methods for reconstructing MR images. The book discusses approaches for specific applications such as non-Cartesian imaging, under sampled reconstruction, motion correction, dynamic imaging and quantitative MRI. This unique resource is suitable for physicists, engineers, technologists and clinicians with an interest in medical image reconstruction and MRI. - Explains the underlying principles of MRI reconstruction, along with the latest research - Gives example codes for some of the methods presented - Includes updates on the latest developments, including compressed sensing, tensor-based reconstruction and machine learning based reconstruction