| 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 | 558 | 2019 |
| 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 Clinical …, 2017 | 452 | 2017 |
| 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 2017 …, 2017 | 351 | 2017 |
| 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 | 256 | 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 | 247 | 2019 |
| 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 | 197 | 2017 |
| 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 | 117 | 2016 |
| 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 | 110 | 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 | 92 | 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 | 73 | 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 (5), 2361-2373, 2016 | 69 | 2016 |
| Automatic segmentation of the left ventricle in cardiac CT angiography using convolutional neural networks M Zreik, T Leiner, BD De Vos, RW van Hamersvelt, MA Viergever, I Išgum 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI), 40-43, 2016 | 67 | 2016 |
| Deep convolutional neural networks for automatic coronary calcium scoring in a screening study with low-dose chest CT N Lessmann, I Išgum, AAA Setio, BD de Vos, F Ciompi, PA de Jong, ... Medical Imaging 2016: Computer-Aided Diagnosis 9785, 255-260, 2016 | 55 | 2016 |
| Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI J Sander, BD de Vos, JM Wolterink, I Išgum Medical imaging 2019: image Processing 10949, 324-330, 2019 | 49 | 2019 |
| Automatic determination of cardiovascular risk by CT attenuation correction maps in Rb-82 PET/CT I Išgum, BD de Vos, JM Wolterink, D Dey, DS Berman, M Rubeaux, ... Journal of Nuclear Cardiology 25, 2133-2142, 2018 | 47 | 2018 |
| Medical Image Computing and Computer Assisted Intervention− MICCAI 2017 H Sokooti, B de Vos, F Berendsen, BPF Lelieveldt, I Išgum, M Staring Cham: Springer, 232-239, 2017 | 46 | 2017 |
| Automatic segmentation of thoracic aorta segments in low-dose chest CT JMH Noothout, BD De Vos, JM Wolterink, I Išgum Medical Imaging 2018: Image Processing 10574, 446-451, 2018 | 37 | 2018 |
| Automatic coronary artery calcium scoring on radiotherapy planning CT scans of breast cancer patients: reproducibility and association with traditional cardiovascular risk factors SAM Gernaat, I Išgum, BD De Vos, RAP Takx, DA Young-Afat, N Rijnberg, ... PLoS One 11 (12), e0167925, 2016 | 36 | 2016 |
| 3D convolutional neural networks image registration based on efficient supervised learning from artificial deformations H Sokooti, B de Vos, F Berendsen, M Ghafoorian, S Yousefi, ... arXiv preprint arXiv:1908.10235, 2019 | 28 | 2019 |
| CNN-based landmark detection in cardiac CTA scans JMH Noothout, BD de Vos, JM Wolterink, T Leiner, I Išgum arXiv preprint arXiv:1804.04963, 2018 | 28 | 2018 |
Ivana IsgumUniversity Professor of AI and Medical Imaging, Amsterdam University Medical CenterVerified email at amsterdamumc.nl
