9780750322140: Machine Learning for Tomographic Imaging (Programme: IOP Expanding Physics)
Hardcover
ISBN 10: 0750322144 ISBN 13: 9780750322140
Publisher: Iop Publishing Ltd, 2020

Synopsis

The area of machine learning, especially deep learning, has exploded in recent years, producing advances in everything from speech recognition and gaming to drug discovery. Tomographic imaging is another major area that is being transformed by machine learning, and its potential to revolutionise medical imaging is significant.

Written by active researchers in the field, Machine Learning for Tomographic Imaging presents a unified overview of deep-learning-based tomographic imaging. Key concepts, including classic reconstruction ideas and human vision inspired insights, are introduced as a foundation for a thorough examination of artificial neural networks and deep tomographic reconstruction. X-ray CT and MRI reconstruction methods are covered in detail, and other medical imaging applications are discussed.

An engaging and accessible style makes this book an ideal introduction for those in applied disciplines, as well as those in more theoretical fields who wish to learn about application contexts. Hands-on projects are also suggested, and links to open source software, working datasets, and network models are included.

"synopsis" may belong to another edition of this title.

Publisher
Iop Publishing Ltd
Publication date
2020
Language
English
ISBN 10 
0750322144
ISBN 13 
9780750322140
Binding
Hardcover
Number of pages
250

Other Popular Editions of the Same Title

9780750322171: Machine Learning for Tomographic Imaging

Featured Edition

ISBN 10:  0750322179 ISBN 13:  9780750322171
Publisher: Institute of Physics Publishing, 2019
Softcover