| 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 | 242 | 2017 |
| 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 | 199 | 2019 |
| Nonrigid image registration using multi-scale 3D convolutional neural networks H Sokooti, B De Vos, F Berendsen, BPF Lelieveldt, I Išgum, M Staring International Conference on Medical Image Computing and Computer-Assisted …, 2017 | 198 | 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 | 154 | 2016 |
| 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 | 108 | 2017 |
| 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 | 84 | 2019 |
| 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, 97841Y, 2016 | 80 | 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 | 71 | 2017 |
| 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 | 44 | 2016 |
| 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 | 43 | 2016 |
| 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 | 36 | 2019 |
| 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, 978511, 2016 | 31 | 2016 |
| 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 (6), 2133-2142, 2018 | 21 | 2018 |
| 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, 1094919, 2019 | 16 | 2019 |
| 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 | 15 | 2016 |
| 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, 105741S, 2018 | 14 | 2018 |
| 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 | 11 | 2018 |
| Automatic slice identification in 3D medical images with a ConvNet regressor BD de Vos, MA Viergever, PA de Jong, I Išgum Deep Learning and Data Labeling for Medical Applications, 161-169, 2016 | 9 | 2016 |
| Coronary calcium scoring with partial volume correction in anthropomorphic thorax phantom and screening chest CT images J Šprem, BD De Vos, N Lessmann, RW Van Hamersvelt, MJW Greuter, ... PloS one 13 (12), e0209318, 2018 | 8 | 2018 |
| 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 | 5 | 2020 |
Ivana IsgumUniversity Professor of AI and Medical Imaging, Amsterdam University Medical CenterVerified email at amsterdamumc.nl
