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Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis


Nov 10, 2019
Majd Zreik, Tim Leiner, Nadieh Khalili, Robbert W. van Hamersvelt, Jelmer M. Wolterink, Michiel Voskuil, Max A. Viergever, Ivana Išgum

* Submitted to IEEE Access. arXiv admin note: text overlap with arXiv:1906.04419 

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Deep learning analysis of cardiac CT angiography for detection of coronary arteries with functionally significant stenosis


Jun 11, 2019
Majd Zreik, Robbert W. van Hamersvelt, Nadieh Khalili, Jelmer M. Wolterink, Michiel Voskuil, Max A. Viergever, Tim Leiner, Ivana Išgum

* This work has been submitted to the TMI IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Improving Myocardium Segmentation in Cardiac CT Angiography using Spectral Information


Sep 27, 2018
Steffen Bruns, Jelmer M. Wolterink, Robbert W. van Hamersvelt, Majd Zreik, Tim Leiner, Ivana Išgum


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A Recurrent CNN for Automatic Detection and Classification of Coronary Artery Plaque and Stenosis in Coronary CT Angiography


Aug 20, 2018
Majd Zreik, Robbert W. van Hamersvelt, Jelmer M. Wolterink, Tim Leiner, Max A. Viergever, Ivana Isgum

* Submitted to IEEE Transactions on Medical Imaging on 20.08.2018 

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Automatic calcium scoring in low-dose chest CT using deep neural networks with dilated convolutions


Feb 01, 2018
Nikolas Lessmann, Bram van Ginneken, Majd Zreik, Pim A. de Jong, Bob D. de Vos, Max A. Viergever, Ivana Išgum

* IEEE Transactions on Medical Imaging 37(2), pp 615-625, 2018 

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Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis


Dec 06, 2017
Majd Zreik, Nikolas Lessmann, Robbert W. van Hamersvelt, Jelmer M. Wolterink, Michiel Voskuil, Max A. Viergever, Tim Leiner, Ivana Išgum

* This paper was submitted in April 2017 and accepted in November 2017 for publication in Medical Image Analysis. Please cite as: Zreik et al., Medical Image Analysis, 2018, vol. 44, pp. 72-85 

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Automatic Segmentation of the Left Ventricle in Cardiac CT Angiography Using Convolutional Neural Network


Apr 19, 2017
Majd Zreik, Tim Leiner, Bob D. de Vos, Robbert W. van Hamersvelt, Max A. Viergever, Ivana Isgum

* This work has been published as: Zreik, M., Leiner, T., de Vos, B. D., van Hamersvelt, R. W., Viergever, M. A., I\v{s}gum, I. (2016, April). Automatic segmentation of the left ventricle in cardiac CT angiography using convolutional neural networks. In Biomedical Imaging (ISBI), 2016 IEEE 13th International Symposium on (pp. 40-43). IEEE 

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