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Generative Image Translation for Data Augmentation of Bone Lesion Pathology

Feb 06, 2019
Anant Gupta, Srivas Venkatesh, Sumit Chopra, Christian Ledig

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Generative adversarial networks and adversarial methods in biomedical image analysis

Oct 24, 2018
Jelmer M. Wolterink, Konstantinos Kamnitsas, Christian Ledig, Ivana Išgum

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Employing Weak Annotations for Medical Image Analysis Problems

Aug 21, 2017
Martin Rajchl, Lisa M. Koch, Christian Ledig, Jonathan Passerat-Palmbach, Kazunari Misawa, Kensaku Mori, Daniel Rueckert

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Checkerboard artifact free sub-pixel convolution: A note on sub-pixel convolution, resize convolution and convolution resize

Jul 10, 2017
Andrew Aitken, Christian Ledig, Lucas Theis, Jose Caballero, Zehan Wang, Wenzhe Shi

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Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

May 25, 2017
Christian Ledig, Lucas Theis, Ferenc Huszar, Jose Caballero, Andrew Cunningham, Alejandro Acosta, Andrew Aitken, Alykhan Tejani, Johannes Totz, Zehan Wang, Wenzhe Shi

* 19 pages, 15 figures, 2 tables, accepted for oral presentation at CVPR, main paper + some supplementary material 

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Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation

Apr 10, 2017
Jose Caballero, Christian Ledig, Andrew Aitken, Alejandro Acosta, Johannes Totz, Zehan Wang, Wenzhe Shi

* Changes: * Uploaded Vid4 results (footnote 1). * Added references [14, 29] as spatial-transformer prior art. * Fixed typos 

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Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation

Jan 08, 2017
Konstantinos Kamnitsas, Christian Ledig, Virginia F. J. Newcombe, Joanna P. Simpson, Andrew D. Kane, David K. Menon, Daniel Rueckert, Ben Glocker

* This version was accepted in the journal Medical Image Analysis (MedIA) 

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Unsupervised domain adaptation in brain lesion segmentation with adversarial networks

Dec 28, 2016
Konstantinos Kamnitsas, Christian Baumgartner, Christian Ledig, Virginia F. J. Newcombe, Joanna P. Simpson, Andrew D. Kane, David K. Menon, Aditya Nori, Antonio Criminisi, Daniel Rueckert, Ben Glocker

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Is the deconvolution layer the same as a convolutional layer?

Sep 22, 2016
Wenzhe Shi, Jose Caballero, Lucas Theis, Ferenc Huszar, Andrew Aitken, Christian Ledig, Zehan Wang

* This is a note to share some additional insights for our the CVPR paper 

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