Machine Learning for Medical Image Reconstruction - Lecture Notes in Computer Science
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Published By Springer International Publishing

9783030001285, 9783030001292
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scholarly journals Approximate k-Space Models and Deep Learning for Fast Photoacoustic Reconstruction

2018 ◽  
pp. 103-111 ◽  
Author(s):  
Andreas Hauptmann ◽  
Ben Cox ◽  
Felix Lucka ◽  
Nam Huynh ◽  
Marta Betcke ◽  
...  
Keyword(s):  
Deep Learning

A U-Nets Cascade for Sparse View Computed Tomography

2018 ◽  
pp. 91-99 ◽  
Author(s):  
Andreas Kofler ◽  
Markus Haltmeier ◽  
Christoph Kolbitsch ◽  
Marc Kachelrieß ◽  
Marc Dewey
Keyword(s):  
Computed Tomography

Improved Time-Resolved MRA Using k-Space Deep Learning

2018 ◽  
pp. 47-54
Author(s):  
Eunju Cha ◽  
Eung Yeop Kim ◽  
Jong Chul Ye
Keyword(s):  
Deep Learning ◽  
Time Resolved

scholarly journals High Quality Ultrasonic Multi-line Transmission Through Deep Learning

2018 ◽  
pp. 147-155 ◽  
Author(s):  
Sanketh Vedula ◽  
Ortal Senouf ◽  
Grigoriy Zurakhov ◽  
Alex Bronstein ◽  
Michael Zibulevsky ◽  
...  
Keyword(s):  
Deep Learning ◽  
High Quality

scholarly journals Complex Fully Convolutional Neural Networks for MR Image Reconstruction

2018 ◽  
pp. 30-38 ◽  
Author(s):  
Muneer Ahmad Dedmari ◽  
Sailesh Conjeti ◽  
Santiago Estrada ◽  
Phillip Ehses ◽  
Tony Stöcker ◽  
...  
Keyword(s):  
Neural Networks ◽  
Image Reconstruction ◽  
Convolutional Neural Networks ◽  
Mr Image ◽  
Fully Convolutional Neural Networks ◽  
Mr Image Reconstruction

Detecting Anatomical Landmarks for Motion Estimation in Weight-Bearing Imaging of Knees

2018 ◽  
pp. 83-90 ◽  
Author(s):  
Bastian Bier ◽  
Katharina Aschoff ◽  
Christopher Syben ◽  
Mathias Unberath ◽  
Marc Levenston ◽  
...  
Keyword(s):  
Motion Estimation ◽  
Weight Bearing ◽  
Anatomical Landmarks

Bayesian Deep Learning for Accelerated MR Image Reconstruction

2018 ◽  
pp. 64-71 ◽  
Author(s):  
Jo Schlemper ◽  
Daniel C. Castro ◽  
Wenjia Bai ◽  
Chen Qin ◽  
Ozan Oktay ◽  
...  
Keyword(s):  
Deep Learning ◽  
Image Reconstruction ◽  
Mr Image ◽  
Mr Image Reconstruction

ETER-net: End to End MR Image Reconstruction Using Recurrent Neural Network

2018 ◽  
pp. 12-20
Author(s):  
Changheun Oh ◽  
Dongchan Kim ◽  
Jun-Young Chung ◽  
Yeji Han ◽  
HyunWook Park
Keyword(s):  
Neural Network ◽  
Image Reconstruction ◽  
Recurrent Neural Network ◽  
Mr Image ◽  
End To End ◽  
Mr Image Reconstruction

Deep Learning Based Image Reconstruction for Diffuse Optical Tomography

2018 ◽  
pp. 112-119 ◽  
Author(s):  
Hanene Ben Yedder ◽  
Aïcha BenTaieb ◽  
Majid Shokoufi ◽  
Amir Zahiremami ◽  
Farid Golnaraghi ◽  
...  
Keyword(s):  
Deep Learning ◽  
Image Reconstruction ◽  
Optical Tomography ◽  
Diffuse Optical Tomography

scholarly journals Magnetic Resonance Fingerprinting Reconstruction via Spatiotemporal Convolutional Neural Networks

2018 ◽  
pp. 39-46 ◽  
Author(s):  
Fabian Balsiger ◽  
Amaresha Shridhar Konar ◽  
Shivaprasad Chikop ◽  
Vimal Chandran ◽  
Olivier Scheidegger ◽  
...  
Keyword(s):  
Neural Networks ◽  
Magnetic Resonance ◽  
Convolutional Neural Networks
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