Motion Correction Using Deep Learning Neural Networks - Effects of Data Representation

Author:

Zaydullin Rifkat1,Bharath Anil A.1,Grisan Enrico2,Christensen-Jeffries Kirsten3,Bai Wenjia4,Tang Meng-Xing1

Affiliation:

1. Imperial College London,Department of Bioengineering,London,United Kingdom

2. School of Engineering, London South Bank University,London,United Kingdom

3. King's College London,Department of Biomedical Engineering,London,United Kingdom

4. Imperial College London,Department of Brain Sciences & Department of Computing,London,United Kingdom

Funder

Medical Research Council

Engineering and Physical Sciences Research Council

Publisher

IEEE

Reference13 articles.

1. Calculation of pressure fields from arbitrarily shaped, apodized, and excited ultrasound transducers

2. U-net: Convolutional networks for biomedical image segmentation;ronneberger;Medical Image Computing and Computer-Assisted Intervention-MICCAI 2015,2015

3. Pytorch: An imperative style, high-performance deep learning library;paszke;Advances in neural information processing systems,2019

4. VoxelMorph: A Learning Framework for Deformable Medical Image Registration

5. Deep Learning Based Motion Tracking of Ultrasound Image Sequences

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