2001 / xii + 216 pages / Softcover / ISBN: 9780898716221 / List Price $90.00/ SIAM Member Price $63.00 / Order Code MM05
Since the advent of computerized tomography in radiology, many imaging techniques have been introduced in medicine, science, and technology. This book describes the state of the art of the mathematical theory and numerical analysis of imaging. The authors survey and provide a unified view of imaging techniques, provide the necessary mathematical background and common framework, and give a detailed analysis of the numerical algorithms. This book not only reflects the theoretical progress and the growth of the field in the last 10 years but also serves as an excellent reference. It will provide readers with a superior understanding of the mathematical principles behind imaging and will enable them to write state-of-the-art software as a result.
Mathematical Methods in Image Reconstruction provides a very detailed description of two-dimensional algorithms. For three-dimensional algorithms, the authors derive exact and approximate inversion formulas for specific imaging devices and describe their algorithmic implementation (which by and large parallels the two-dimensional algorithms). Integral geometry is surveyed as far as is necessary for imaging purposes; imaging techniques based on or related to integral geometry are briefly described in the section on tomography.
Some of the applications covered in the book include computerized tomography, magnetic resonance imaging, emission tomography, electron microscopy, ultrasound transmission tomography, industrial tomography, seismic tomography, impedance tomography, and NIR imaging. The authors provide the necessary mathematical background and common mathematical framework needed to understand the book. Knowledge of tomography literature from the 1980s will be useful to the reader.
The book is aimed at mathematicians, engineers, physicists, and other scientists with the appropriate skills who want to understand the theoretical foundations of image reconstruction and solve concrete problems.
Chapter 1: Introduction; Chapter 2: Integral Geometry; Chapter 3: Tomography; Chapter 4: Stability and Resolution; Chapter 5: Reconstruction Algorithms; Chapter 6: Problems That Have Peculiarities; Chapter 7: Nonlinear Tomography.
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