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Machine Learning for Tomographic Imaging (Programme: Iop Expanding Physics) - Hardcover

Buch 16 von 36: IPEM-IOP Series in Physics and Engineering in Medicine and Biology

Wang, Ge; Zhang, Yi; Ye, Xiaojing

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

Inhaltsangabe

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.

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Verlag
IOP Publishing
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
0750322144
ISBN 13 
9780750322140
Einband
Gebundene Ausgabe
Anzahl der Seiten
412
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
gpsr@libri.de
gpsr@libri.de

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