Biomedical Signal and Image Processing
Autor Kayvan Najarian, Robert Splinteren Limba Engleză Hardback – 4 mai 2012
Addressing the application of standard and novel processing techniques to some of today’s principle biomedical signals and images over three sections, the book begins with an introduction to digital signal and image processing, including Fourier transform, image filtering, edge detection, and wavelet transform. The second section investigates specifically biomedical signals, such as ECG, EEG, and EMG, while the third focuses on imaging using CT, X-Ray, MRI, ultrasound, positron, and other biomedical imaging techniques.
Updated and expanded, Biomedical Signal and Image Processing, Second Edition offers numerous additional, predominantly MATLAB, examples to all chapters to illustrate the concepts described in the text and ensure a complete understanding of the material. The author takes great care to clarify ambiguities in some mathematical equations and to further explain and justify the more complex signal and image processing concepts to offer a complete and understandable approach to complicated concepts.
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Specificații
ISBN-13: 9781439870334
ISBN-10: 1439870330
Pagini: 411
Ilustrații: 265 b/w images, 13 tables and Approx 338 equations
Dimensiuni: 156 x 234 x 23 mm
Greutate: 1.6 kg
Ediția:Revizuită
Editura: CRC Press
Colecția CRC Press
ISBN-10: 1439870330
Pagini: 411
Ilustrații: 265 b/w images, 13 tables and Approx 338 equations
Dimensiuni: 156 x 234 x 23 mm
Greutate: 1.6 kg
Ediția:Revizuită
Editura: CRC Press
Colecția CRC Press
Public țintă
Senior and first-year graduate students studying bioengineering and practitioners who need a tutorial overview of biomedical signal and image processing.Cuprins
Introduction To Digital Signal And Image Processing: Signals and Biomedical Signal Processing. Fourier Transform. Image Filtering, Enhancement, and Restoration. Edge Detection and Segmentation of Images. Wavelet Transform. Other Signal and Image Processing Methods. Clustering and Classification. Processing Of Biomedical Signals: Electrical Activities of Cell. Electrocardiogram. Electroencephalogram. Electromyogram. Other Biomedical Signals. Processing Of Biomedical Images: Principles of Computed Tomography. X-Ray Imaging and Computed Tomography. Magnetic Resonance Imaging. Ultrasound Imaging. Positron Emission Tomography. Other Biomedical Imaging Techniques. Related Titles.
Notă biografică
Kayvan Najarian, Ph.D., is Associate Professor of Computer Science, and Director of the VCU Biomedical Signal and Image Processing Engineering Center within the Department of Computer Science at Virginia Commonwealth University, in Richmond, Virginia.
Recenzii
"This is a great book, ideal for a biomedical signal and image processing course…. a great introduction to the topic, while it also includes advanced topics in the field for graduate courses. … a great collection of topics [including] introduction to signal and image processing, advanced signal processing techniques, physiology and specific signal processing techniques used for various biomedical signals, an introduction to medical image formation, and advanced topics on medical image processing. This is a great book, highly recommended to any research and educator in this field."
—Purang Abolmaesumi, Department of Electrical Engineering, University of British Columbia, Vancouver, Canada
"I am not aware of a book that covers both biomedical image processing and biomedical signal processing. There are a large number of books that focus on the physics of biomedical imaging. This book however, balances the coverage of physics of biomedical imaging with biomedical image processing. … I was impressed by how clearly the concepts are explained. The authors’ ability to introduce concepts at the level appropriate for senior undergraduate or graduate level students is impressive. … programming questions at the end of the chapter that will give the reader the opportunity to try out the signal processing techniques introduced in the chapter. Also, sample signals are included on the accompanying CD. … I would definitely use this book as my textbook in a biomedical signal-processing course."
—Shahram Shirani, McMaster University, Hamilton, Ontario, Canada
"… an excellent bridge between the physiological significance of the methods, and the underlying mathematics. … covers a broad range of biomedical problems. … clear, well written, and easy to follow. … this is an excellent course textbook, and also an excellent reference book for professionals."
—Dr. Kristian Sandberg, Computational Solutions, Inc., Boulder, Colorado, USA
—Purang Abolmaesumi, Department of Electrical Engineering, University of British Columbia, Vancouver, Canada
"I am not aware of a book that covers both biomedical image processing and biomedical signal processing. There are a large number of books that focus on the physics of biomedical imaging. This book however, balances the coverage of physics of biomedical imaging with biomedical image processing. … I was impressed by how clearly the concepts are explained. The authors’ ability to introduce concepts at the level appropriate for senior undergraduate or graduate level students is impressive. … programming questions at the end of the chapter that will give the reader the opportunity to try out the signal processing techniques introduced in the chapter. Also, sample signals are included on the accompanying CD. … I would definitely use this book as my textbook in a biomedical signal-processing course."
—Shahram Shirani, McMaster University, Hamilton, Ontario, Canada
"… an excellent bridge between the physiological significance of the methods, and the underlying mathematics. … covers a broad range of biomedical problems. … clear, well written, and easy to follow. … this is an excellent course textbook, and also an excellent reference book for professionals."
—Dr. Kristian Sandberg, Computational Solutions, Inc., Boulder, Colorado, USA
Descriere
Written for senior-level and first year graduate students in biomedical signal and image processing, this book describes fundamental signal and image processing techniques that are used to process biomedical information. The book also discusses application of these techniques in the processing of some of the main biomedical signals and images, such as EEG, ECG, MRI, and CT. New features of this edition include the technical updating of each chapter along with the addition of many more examples, the majority of which are MATLAB® based.