Automatic machine learning based prediction of cardiovascular events in lung cancer screening data. - Bob D. de Vos; Pim A. de Jong; Jelmer M. Wolterink; Rozemarijn Vliegenthart; Geoffrey V. F. Wielingen; Max A. Viergever; Ivana Isgum (Computer-Aided Diagnosis, 2015)

Automatic segmentation of the left ventricle in cardiac CT angiography using convolutional neural networks. - Majd Zreik; Tim Leiner; Bob D. de Vos; Robbert W. van Hamersvelt; Max A. Viergever; Ivana Isgum (ISBI, 2016)

Deep convolutional neural networks for automatic coronary calcium scoring in a screening study with low-dose chest CT. - Nikolas Leßmann; Ivana Isgum; Arnaud A. A. Setio; Bob D. de Vos; Francesco Ciompi; Pim A. de Jong; Matthijs Oudkerk; W. P. Th. M. Mali; Max A. Viergever; Bram van Ginneken (Computer-Aided Diagnosis, 2016)

Automatic Slice Identification in 3D Medical Images with a ConvNet Regressor. - Bob D. de Vos; Max A. Viergever; Pim A. de Jong; Ivana Isgum (LABELS/DLMIA@MICCAI, 2016)

Automatic detection of cardiovascular risk in CT attenuation correction maps in Rb-82 PET/CTs. - Ivana Isgum; Bob D. de Vos; Jelmer M. Wolterink; Damini Dey; Daniel S. Berman; Mathieu Rubeaux; Tim Leiner; Piotr J. Slomka (Image Processing, 2016)

Supervised novelty detection in brain tissue classification with an application to white matter hyperintensities. - Hugo J. Kuijf; Pim Moeskops; Bob D. de Vos; Willem H. Bouvy; Jeroen de Bresser; Geert Jan Biessels; Max A. Viergever; Koen L. Vincken (Image Processing, 2016)

Genome-wide association study of coronary and aortic calcification in lung cancer screening CT. - Bob D. de Vos; Jessica van Setten; Pim A. de Jong; Willem Mali; Matthijs Oudkerk; Max A. Viergever; Ivana Isgum (Image Processing, 2016)

2D image classification for 3D anatomy localization: employing deep convolutional neural networks. - Bob D. de Vos; Jelmer M. Wolterink; Pim A. de Jong; Max A. Viergever; Ivana Isgum (Image Processing, 2016)

Automatic coronary artery calcium scoring in cardiac CT angiography using paired convolutional neural networks. - Jelmer M. Wolterink; Tim Leiner; Bob D. de Vos; Robbert W. van Hamersvelt; Max A. Viergever; Ivana Isgum (Medical Image Anal., 2016)

Nonrigid Image Registration Using Multi-scale 3D Convolutional Neural Networks. - Hessam Sokooti; Bob D. de Vos; Floris F. Berendsen; Boudewijn P. F. Lelieveldt; Ivana Isgum; Marius Staring (MICCAI (1), 2017)

End-to-End Unsupervised Deformable Image Registration with a Convolutional Neural Network. - Bob D. de Vos; Floris F. Berendsen; Max A. Viergever; Marius Staring; Ivana Isgum (DLMIA/ML-CDS@MICCAI, 2017)

Classification of coronary artery calcifications according to motion artifacts in chest CT using a convolutional neural network. - Jurica Sprem; Bob D. de Vos; Pim A. de Jong; Max A. Viergever; Ivana Isgum (Image Processing, 2017)

ConvNet-Based Localization of Anatomical Structures in 3D Medical Images. - Bob D. de Vos; Jelmer M. Wolterink; Pim A. de Jong; Tim Leiner; Max A. Viergever; Ivana Isgum (CoRR, 2017)

Automatic Segmentation of the Left Ventricle in Cardiac CT Angiography Using Convolutional Neural Network. - Majd Zreik; Tim Leiner; Bob D. de Vos; Robbert W. van Hamersvelt; Max A. Viergever; Ivana Isgum (CoRR, 2017)

Direct and Real-Time Cardiovascular Risk Prediction. - Bob D. de Vos; Nikolas Leßmann; Pim A. de Jong; Max A. Viergever; Ivana Isgum (CoRR, 2017)

ConvNet-Based Localization of Anatomical Structures in 3-D Medical Images. - Bob D. de Vos; Jelmer M. Wolterink; Pim A. de Jong; Tim Leiner; Max A. Viergever; Ivana Isgum (IEEE Trans. Medical Imaging, 2017)

Automatic segmentation of thoracic aorta segments in low-dose chest CT. - Julia M. H. Noothout; Bob D. de Vos; Jelmer M. Wolterink; Ivana Isgum (Image Processing, 2018)

CNN-based Landmark Detection in Cardiac CTA Scans. - Julia M. H. Noothout; Bob D. de Vos; Jelmer M. Wolterink; Tim Leiner; Ivana Isgum (CoRR, 2018)

Automatic Calcium Scoring in Low-Dose Chest CT Using Deep Neural Networks With Dilated Convolutions. - Nikolas Leßmann; Bram van Ginneken; Majd Zreik; Pim A. de Jong; Bob D. de Vos; Max A. Viergever; Ivana Isgum (IEEE Trans. Medical Imaging, 2018)

Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing. - Bas H. M. van der Velden; Bob D. de Vos; Claudette E. Loo; Hugo J. Kuijf; Ivana Isgum; Kenneth G. A. Gilhuijs (Computer-Aided Diagnosis, 2019)

Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI. - Jörg Sander 003; Bob D. de Vos; Jelmer M. Wolterink; Ivana Isgum (Image Processing, 2019)

3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations. - Hessam Sokooti; Bob D. de Vos; Floris F. Berendsen; Mohsen Ghafoorian; Sahar Yousefi; Boudewijn P. F. Lelieveldt; Ivana Isgum; Marius Staring (CoRR, 2019)

A deep learning framework for unsupervised affine and deformable image registration. - Bob D. de Vos; Floris F. Berendsen; Max A. Viergever; Hessam Sokooti; Marius Staring; Ivana Isgum (Medical Image Anal., 2019)

Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT. - Bob D. de Vos; Jelmer M. Wolterink; Tim Leiner; Pim A. de Jong; Nikolas Leßmann; Ivana Isgum (IEEE Trans. Medical Imaging, 2019)

Deep Group-Wise Variational Diffeomorphic Image Registration. - Tycho F. A. van der Ouderaa; Ivana Isgum; Wouter B. Veldhuis; Bob D. de Vos (TIA@MICCAI, 2020)

Coronary artery calcium scoring: Can we do better? - Sanne G. M. van Velzen; Bob D. de Vos; Helena M. Verkooijen; Tim Leiner; Max A. Viergever; Ivana Isgum (Image Processing, 2020)

Mutual information for unsupervised deep learning image registration. - Bob D. de Vos; Bas H. M. van der Velden; Jörg Sander 003; Kenneth G. A. Gilhuijs; Marius Staring; Ivana Isgum (Image Processing, 2020)

Automatic segmentation with detection of local segmentation failures in cardiac MRI. - Jörg Sander 003; Bob D. de Vos; Ivana Isgum (CoRR, 2020)

Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images. - Julia M. H. Noothout; Bob D. de Vos; Jelmer M. Wolterink; Elbrich M. Postma; Paul A. M. Smeets; Richard A. P. Takx; Tim Leiner; Max A. Viergever; Ivana Isgum (IEEE Trans. Medical Imaging, 2020)

Deep Learning-Based Data-Point Precise R-Peak Detection in Single-Lead Electrocardiograms. - Matthijs Oudkerk; Bob D. de Vos; Michiel M. Winter; Ivana Isgum (EMBC, 2021)

Unsupervised super-resolution: creating high-resolution medical images from low-resolution anisotropic examples. - Jörg Sander 003; Bob D. de Vos; Ivana Isgum (Image Processing, 2021)

Automatic segmentation of the olfactory bulbs in MRI. - Julia M. H. Noothout; Elbrich M. Postma; Sanne Boesveldt; Bob D. de Vos; Paul A. M. Smeets; Ivana Isgum (Image Processing, 2021)

Weakly-Supervised Deep Learning for Left Ventricle Fibrosis Segmentation in Cardiac MRI Using Image-Level Labels. - Roel C. Klein; Florence E. van Lieshout; Maarten Z. Kolk; Kylian van Geijtenbeek; Romy Vos; Samuel Ruipérez-Campillo; Ruibin Feng; Brototo Deb; Prasanth Ganesan; Reinoud Knops; Ivana Isgum; Sanjiv M. Narayan; et al. (CinC, 2022)

Deep Learning for Ventricular Arrhythmia Prediction Using Fibrosis Segmentations on Cardiac MRI Data. - Florence E. van Lieshout; Roel C. Klein; Maarten Z. Kolk; Kylian van Geijtenbeek; Romy Vos; Samuel Ruipérez-Campillo; Ruibin Feng; Brototo Deb; Prasanth Ganesan; Reinoud Knops; Ivana Isgum; Sanjiv M. Narayan; et al. (CinC, 2022)

Generative adversarial network for coronary artery plaque synthesis in coronary CT angiography. - Zhiwei Zhai; Yining Wang; Bob D. de Vos; Julia M. H. Noothout; Nils Planken; Ivana Isgum (Image Processing, 2022)

Generative Models for Reproducible Coronary Calcium Scoring. - Sanne G. M. van Velzen; Bob D. de Vos; Julia M. H. Noothout; Helena M. Verkooijen; Max A. Viergever; Ivana Isgum (CoRR, 2022)

Autoencoding low-resolution MRI for semantically smooth interpolation of anisotropic MRI. - Jörg Sander 003; Bob D. de Vos; Ivana Isgum (Medical Image Anal., 2022)

Reconstruction and completion of high-resolution 3D cardiac shapes using anisotropic CMRI segmentations and continuous implicit neural representations. - Jörg Sander 003; Bob D. de Vos; Steffen Bruns; Nils Planken; Max A. Viergever; Tim Leiner; Ivana Isgum (Comput. Biol. Medicine, 2023)