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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
14122018
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
10092017
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
10052016
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
7412019
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
6792017
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
5262017
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
4842009
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
4142017
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
4052016
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
3242019
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
2902016
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
2452019
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
2342017
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
2322018
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
2192018
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), 61, 2019
2102019
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
2022010
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
1832019
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
1782011
Deep learning for automatic calcium scoring in CT: validation using multiple cardiac CT and chest CT protocols
SGM van Velzen, N Lessmann, BK Velthuis, IEM Bank, ...
Radiology 295 (1), 66-79, 2020
1752020
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