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 | 1807 | 2018 |
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 | 1101 | 2017 |
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 Workshop …, 2017 | 746 | 2017 |
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: 19th …, 2016 | 441 | 2016 |
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 | 374 | 2019 |
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 | 327 | 2016 |
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 | 265 | 2018 |
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 | 238 | 2018 |
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 | 209 | 2019 |
MR-only brain radiation therapy: dosimetric evaluation of synthetic CTs generated by a dilated convolutional neural network AM Dinkla, JM Wolterink, M Maspero, MHF Savenije, JJC Verhoeff, ... International Journal of Radiation Oncology* Biology* Physics 102 (4), 801-812, 2018 | 157 | 2018 |
Automatic segmentation and disease classification using cardiac cine MR images JM Wolterink, T Leiner, MA Viergever, I Išgum Statistical Atlases and Computational Models of the Heart. ACDC and MMWHS …, 2018 | 144 | 2018 |
Dilated convolutional neural networks for cardiovascular MR segmentation in congenital heart disease JM Wolterink, T Leiner, MA Viergever, I Isgum HVSMR 2016: MICCAI Workshop on Whole-Heart and Great Vessel Segmentation …, 2016 | 137 | 2016 |
2D image classification for 3D anatomy localization: employing deep convolutional neural networks BD De Vos, JM Wolterink, PA De Jong, MA Viergever, I Išgum Medical imaging 2016: Image processing 9784, 517-523, 2016 | 136 | 2016 |
Automatic Coronary Calcium Scoring in Non-Contrast-Enhanced ECG-Triggered Cardiac CT with Ambiguity Detection JM Wolterink, T Leiner, RAP Takx, MA Viergever, I Isgum IEEE transactions on medical imaging 34 (9), 1867 - 1878, 2015 | 133 | 2015 |
ConvNet-based localization of anatomical structures in 3-D medical images BD De Vos, JM Wolterink, PA de Jong, T Leiner, MA Viergever, I Išgum IEEE transactions on medical imaging 36 (7), 1470-1481, 2017 | 131 | 2017 |
Direct automatic coronary calcium scoring in cardiac and chest CT BD De Vos, JM Wolterink, T Leiner, PA De Jong, N Lessmann, I Išgum IEEE transactions on medical imaging 38 (9), 2127-2138, 2019 | 124 | 2019 |
Deep learning-based regression and classification for automatic landmark localization in medical images JMH Noothout, BD De Vos, JM Wolterink, EM Postma, PAM Smeets, ... IEEE transactions on medical imaging 39 (12), 4011-4022, 2020 | 111 | 2020 |
An Evaluation of Automatic Coronary Artery Calcium Scoring Methods with Cardiac CT using the orCaScore Framework JM Wolterink, T Leiner, BD de Vos, JL Coatrieux, BM Kelm, S Kondo, ... Medical Physics 43, 2361, 2016 | 97 | 2016 |
Automatic coronary calcium scoring in cardiac CT angiography using convolutional neural networks JM Wolterink, T Leiner, MA Viergever, I Išgum Medical Image Computing and Computer-Assisted Intervention--MICCAI 2015 …, 2015 | 89 | 2015 |
Implicit neural representations for deformable image registration JM Wolterink, JC Zwienenberg, C Brune International Conference on Medical Imaging with Deep Learning, 1349-1359, 2022 | 88 | 2022 |