Deep Learning for Biomedical Image Reconstruction - Hardcover

Hardcover

ISBN 10: 1316517519 ISBN 13: 9781316517512

Publisher: Cambridge University Press, 2023

Synopsis

Discover the power of deep neural networks for image reconstruction with this state-of-the-art review of modern theories and applications.

About this title

About the Authors

Jong Chul Ye is a Professor in the Graduate School of AI at Korea Advanced Institute of Science and Technology (KAIST), Korea. He is currently an associate editor for IEEE Trans. on Medical Imaging, and a Senior Editor of IEEE Signal Processing Magazine. He is an IEEE Fellow, and was the Chair of IEEE SPS Computational Imaging TC, and IEEE EMBS Distinguished Lecturer. He is the author of Geometry of Deep Learning: A Signal Processing Perspective (Springer 2022).

Yonina C. Eldar is a Professor in the Department of Mathematics and Computer Science, Weizmann Institute of Science, Rehovot, Israel, where she heads the Center for Biomedical Engineering. She is also a Visiting Professor at MIT, a Visiting Scientist at the Broad Institute, and an Adjunct Professor at Duke University. She is a member of the Israel Academy of Sciences and Humanities, an IEEE Fellow and a EURASIP Fellow, and the recipient of the Technical Achievement Award of the IEEE Signal Processing Society. She is author of Sampling Theory (Cambridge, 2015), and co-editor of Convex Optimization in Signal Processing and Communications (Cambridge, 2009), Compressed Sensing (Cambridge, 2012), Information-Theoretic Methods in Data Science (Cambridge 2021), and Machine Learning in Wireless Communications (Cambridge, 2022).

Michael Unser is Professor in the Institute of Electrical and Micro Engineering, EPFL, Switzerland, where he also heads the Center for Imaging. He is a Fellow of the IEEE, an elected member of the Swiss Academy of Engineering Sciences, and a EURASIP Fellow. He is recipient of the 2008 Technical Achievement Award of the IEEE Signal Processing Society and the 2020 Academic Career Achievement Award from the IEEE Engineering in Medicine and Biology Society. He is co-author of An Introduction to Sparse Stochastic Processes (Cambridge 2014).

Edition details

• Publisher: Cambridge University Press
• Publication date: 2023
• Language: English
• ISBN 10: 1316517519
• ISBN 13: 9781316517512
• Binding: Hardcover
• Number of pages: 400
• Editor: Ye Jong Chul, Eldar Yonina C., Unser Michael