Medical Image Reconstruction

£71.50

Medical Image Reconstruction

From Analytical and Iterative Methods to Machine Learning

Applied mathematics Optical physics Signal processing

Author: Gengsheng Lawrence Zeng

Dinosaur mascot

Collection: De Gruyter Textbook

Language: English

Published by: De Gruyter

Published on: 4th July 2023

Format: LCP-protected ePub

ISBN: 9783111055701


Introduction to Tomography in Medical Imaging

This textbook introduces the essential concepts of tomography in the field of medical imaging. The medical imaging modalities include x-ray CT (computed tomography), PET (positron emission tomography), SPECT (single photon emission tomography) and MRI. In these modalities, the measurements are not in the image domain and the conversion from the measurements to the images is referred to as the image reconstruction.

Image Reconstruction Methods

The work covers various image reconstruction methods, ranging from the classic analytical inversion methods to the optimization-based iterative image reconstruction methods. As machine learning methods have lately exhibited astonishing potentials in various areas including medical imaging the author devotes one chapter to applications of machine learning in image reconstruction.

Target Audience and Educational Support

Based on college level in mathematics, physics, and engineering the textbook supports students in understanding the concepts. It is an essential reference for graduate students and engineers with electrical engineering and biomedical background due to its didactical structure and the balanced combination of methodologies and applications.

Show moreShow less