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Ivana Isgum
Ivana Isgum
University Professor of AI and Medical Imaging, Amsterdam University Medical Center
Verified email at amsterdamumc.nl - Homepage
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Cited by
Cited by
Year
Automatic segmentation of MR brain images with a convolutional neural network
P Moeskops, MA Viergever, AM Mendrik, LS De Vries, MJNL Benders, ...
IEEE transactions on medical imaging 35 (5), 1252-1261, 2016
8232016
Generative adversarial networks for noise reduction in low-dose CT
JM Wolterink, T Leiner, MA Viergever, I Išgum
IEEE transactions on medical imaging 36 (12), 2536-2545, 2017
7262017
Deep learning techniques for automatic MRI cardiac multi-structures segmentation and diagnosis: is the problem solved?
O Bernard, A Lalande, C Zotti, F Cervenansky, X Yang, PA Heng, I Cetin, ...
IEEE transactions on medical imaging 37 (11), 2514-2525, 2018
7012018
Deep MR to CT synthesis using unpaired data
JM Wolterink, AM Dinkla, MHF Savenije, PR Seevinck, CAT van den Berg, ...
International workshop on simulation and synthesis in medical imaging, 14-23, 2017
4842017
Multi-atlas-based segmentation with local decision fusion—application to cardiac and aortic segmentation in CT scans
I Isgum, M Staring, A Rutten, M Prokop, MA Viergever, B Van Ginneken
IEEE transactions on medical imaging 28 (7), 1000-1010, 2009
4532009
A deep learning framework for unsupervised affine and deformable image registration
BD De Vos, FF Berendsen, MA Viergever, H Sokooti, M Staring, I Išgum
Medical image analysis 52, 128-143, 2019
4102019
End-to-end unsupervised deformable image registration with a convolutional neural network
BD Vos, FF Berendsen, MA Viergever, M Staring, I Išgum
Deep learning in medical image analysis and multimodal learning for clinical …, 2017
3612017
Deep learning for multi-task medical image segmentation in multiple modalities
P Moeskops, JM Wolterink, BHM van der Velden, KGA Gilhuijs, T Leiner, ...
International Conference on Medical Image Computing and Computer-Assisted …, 2016
3002016
Nonrigid image registration using multi-scale 3D convolutional neural networks
H Sokooti, B Vos, F Berendsen, BPF Lelieveldt, I Išgum, M Staring
International conference on medical image computing and computer-assisted …, 2017
2832017
Automatic coronary artery calcium scoring in cardiac CT angiography using paired convolutional neural networks
JM Wolterink, T Leiner, BD de Vos, RW van Hamersvelt, MA Viergever, ...
Medical image analysis 34, 123-136, 2016
2092016
Adaptive local multi-atlas segmentation: Application to the heart and the caudate nucleus
EM van Rikxoort, I Isgum, Y Arzhaeva, M Staring, S Klein, MA Viergever, ...
Medical image analysis 14 (1), 39-49, 2010
1962010
State-of-the-art deep learning in cardiovascular image analysis
G Litjens, F Ciompi, JM Wolterink, BD de Vos, T Leiner, J Teuwen, I Išgum
JACC: Cardiovascular imaging 12 (8 Part 1), 1549-1565, 2019
1752019
Automatic calcium scoring in low-dose chest CT using deep neural networks with dilated convolutions
N Lessmann, B van Ginneken, M Zreik, PA de Jong, BD de Vos, ...
IEEE transactions on medical imaging 37 (2), 615-625, 2017
1692017
CT-quantified emphysema in male heavy smokers: association with lung function decline
FAAM Hoesein, B de Hoop, P Zanen, H Gietema, CLJJ Kruitwagen, ...
Thorax 66 (9), 782-787, 2011
1582011
Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis
M Zreik, N Lessmann, RW van Hamersvelt, JM Wolterink, M Voskuil, ...
Medical image analysis 44, 72-85, 2018
1532018
Identification of chronic obstructive pulmonary disease in lung cancer screening computed tomographic scans
OM Mets, CFM Buckens, P Zanen, I Isgum, B van Ginneken, M Prokop, ...
Jama 306 (16), 1775-1781, 2011
1432011
Iterative fully convolutional neural networks for automatic vertebra segmentation and identification
N Lessmann, B Van Ginneken, PA De Jong, I Išgum
Medical image analysis 53, 142-155, 2019
1422019
A recurrent CNN for automatic detection and classification of coronary artery plaque and stenosis in coronary CT angiography
M Zreik, RW Van Hamersvelt, JM Wolterink, T Leiner, MA Viergever, ...
IEEE transactions on medical imaging 38 (7), 1588-1598, 2018
1402018
Automatic coronary calcium scoring in low-dose chest computed tomography
I Isgum, M Prokop, M Niemeijer, MA Viergever, B Van Ginneken
IEEE transactions on medical imaging 31 (12), 2322-2334, 2012
1342012
Coronary artery calcium can predict all-cause mortality and cardiovascular events on low-dose CT screening for lung cancer
PC Jacobs, MJA Gondrie, Y van der Graaf, HJ de Koning, I Isgum, ...
American Journal of Roentgenology 198 (3), 505-511, 2012
1342012
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