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Ivana Isgum
Ivana Isgum
University Professor of AI and Medical Imaging, Amsterdam University Medical Center
Geverifieerd e-mailadres voor amsterdamumc.nl - Homepage
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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
12342018
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
9632016
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
9522017
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
6842019
Deep MR to CT synthesis using unpaired data
JM Wolterink, AM Dinkla, MHF Savenije, PR Seevinck, CAT van den Berg, ...
Simulation and Synthesis in Medical Imaging: Second International Workshopá…, 2017
6552017
End-to-end unsupervised deformable image registration with a convolutional neural network
BD De Vos, FF Berendsen, MA Viergever, M Staring, I Išgum
Deep Learning in Medical Image Analysis and Multimodal Learning for Clinicalá…, 2017
5042017
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
4752009
Nonrigid image registration using multi-scale 3D convolutional neural networks
H Sokooti, B De Vos, F Berendsen, BPF Lelieveldt, I Išgum, M Staring
Medical Image Computing and Computer Assisted Intervention− MICCAI 2017á…, 2017
3962017
Deep learning for multi-task medical image segmentation in multiple modalities
P Moeskops, JM Wolterink, BHM Van Der Velden, KGA Gilhuijs, T Leiner, ...
Medical Image Computing and Computer-Assisted Intervention–MICCAI 2016: 19thá…, 2016
3912016
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
2932019
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
2742016
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
2332019
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
2202017
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
2122018
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
2012018
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
1952010
Machine learning in cardiovascular magnetic resonance: basic concepts and applications
T Leiner, D Rueckert, A Suinesiaputra, B Bae▀ler, R Nezafat, I Išgum, ...
Journal of Cardiovascular Magnetic Resonance 21, 1-14, 2019
1842019
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
1702011
Coronary artery centerline extraction in cardiac CT angiography using a CNN-based orientation classifier
JM Wolterink, RW van Hamersvelt, MA Viergever, T Leiner, I Išgum
Medical image analysis 51, 46-60, 2019
1672019
Coronary artery calcium can predict all-cause mortality and cardiovascular events on low-dose CT screening for lung cancer.
PC Jacobs, MJ Gondrie, Y Graaf, HJ de Koning, I Isgum, B Ginneken, ...
1602012
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