An automatic machine learning system for coronary calcium scoring in clinical non-contrast enhanced, ECG-triggered cardiac CT. - Jelmer M. Wolterink; Tim Leiner; Richard A. P. Takx; Max A. Viergever; Ivana Isgum (Computer-Aided Diagnosis, 2014)

Automatic Coronary Calcium Scoring in Cardiac CT Angiography Using Convolutional Neural Networks. - Jelmer M. Wolterink; Tim Leiner; Max A. Viergever; Ivana Isgum (MICCAI (1), 2015)

Automatic Coronary Calcium Scoring in Non-Contrast-Enhanced ECG-Triggered Cardiac CT With Ambiguity Detection. - Jelmer M. Wolterink; Tim Leiner; Richard A. P. Takx; Max A. Viergever; Ivana Isgum (IEEE Trans. Medical Imaging, 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 Learning for Multi-task Medical Image Segmentation in Multiple Modalities. - Pim Moeskops; Jelmer M. Wolterink; Bas H. M. van der Velden; Kenneth G. A. Gilhuijs; Tim Leiner; Max A. Viergever; Ivana Isgum (MICCAI (2), 2016)

Dilated Convolutional Neural Networks for Cardiovascular MR Segmentation in Congenital Heart Disease. - Jelmer M. Wolterink; Tim Leiner; Max A. Viergever; Ivana Isgum (RAMBO+HVSMR@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)

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)

Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images. - Jelmer M. Wolterink; Tim Leiner; Max A. Viergever; Ivana Isgum (STACOM@MICCAI, 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)

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)

Generative Adversarial Networks for Noise Reduction in Low-Dose CT. - Jelmer M. Wolterink; Tim Leiner; Max A. Viergever; Ivana Isgum (IEEE Trans. Medical Imaging, 2017)

Automatic Detection and Characterization of Coronary Artery Plaque and Stenosis using a Recurrent Convolutional Neural Network in Coronary CT Angiography. - Majd Zreik; Robbert W. van Hamersvelt; Jelmer M. Wolterink; Tim Leiner; Max A. Viergever; Ivana Isgum (CoRR, 2018)

Blood Vessel Geometry Synthesis using Generative Adversarial Networks. - Jelmer M. Wolterink; Tim Leiner; Ivana Isgum (CoRR, 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)

Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis. - Majd Zreik; Nikolas Leßmann; Robbert W. van Hamersvelt; Jelmer M. Wolterink; Michiel Voskuil; Max A. Viergever; Tim Leiner; Ivana Isgum (Medical Image Anal., 2018)

Graph Convolutional Networks for Coronary Artery Segmentation in Cardiac CT Angiography. - Jelmer M. Wolterink; Tim Leiner; Ivana Isgum (GLMI@MICCAI, 2019)

Improving myocardium segmentation in cardiac CT angiography using spectral information. - Steffen Bruns; Jelmer M. Wolterink; Robbert W. van Hamersvelt; Majd Zreik; Tim Leiner; Ivana Isgum (Image Processing, 2019)

Deep learning analysis of cardiac CT angiography for detection of coronary arteries with functionally significant stenosis. - Majd Zreik; Robbert W. van Hamersvelt; Nadieh Khalili; Jelmer M. Wolterink; Michiel Voskuil; Max A. Viergever; Tim Leiner; Ivana Isgum (CoRR, 2019)

Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis. - Majd Zreik; Tim Leiner; Nadieh Khalili; Robbert W. van Hamersvelt; Jelmer M. Wolterink; Michiel Voskuil; Max A. Viergever; Ivana Isgum (CoRR, 2019)

Coronary artery centerline extraction in cardiac CT angiography using a CNN-based orientation classifier. - Jelmer M. Wolterink; Robbert W. van Hamersvelt; Max A. Viergever; Tim Leiner; Ivana Isgum (Medical Image Anal., 2019)

Eliminating biasing signals in lung cancer images for prognosis predictions with deep learning. - Wouter A. C. van Amsterdam; Joost J. C. Verhoeff; Pim A. de Jong; Tim Leiner; Marinus J. C. Eijkemans (npj Digit. Medicine, 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)

A Recurrent CNN for Automatic Detection and Classification of Coronary Artery Plaque and Stenosis in Coronary CT Angiography. - Majd Zreik; Robbert W. van Hamersvelt; Jelmer M. Wolterink; Tim Leiner; Max A. Viergever; Ivana Isgum (IEEE Trans. Medical Imaging, 2019)

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)

Deep Learning from Dual-Energy Information for Whole-Heart Segmentation in Dual-Energy and Single-Energy Non-Contrast-Enhanced Cardiac CT. - Steffen Bruns; Jelmer M. Wolterink; Richard A. P. Takx; Robbert W. van Hamersvelt; Dominika Suchá; Max A. Viergever; Tim Leiner; 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 Analysis of Coronary Arteries in Cardiac CT Angiography for Detection of Patients Requiring Invasive Coronary Angiography. - Majd Zreik; Robbert W. van Hamersvelt; Nadieh Khalili; Jelmer M. Wolterink; Michiel Voskuil; Max A. Viergever; Tim Leiner; Ivana Isgum (IEEE Trans. Medical Imaging, 2020)

Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis. - Majd Zreik; Nils Hampe; Tim Leiner; Nadih Khalili; Jelmer M. Wolterink; Michiel Voskuil; Max A. Viergever; Ivana Isgum (Image Processing, 2021)

Correction to: Evaluation of non-invasive imaging parameters in coronary microvascular disease: a systematic review. - F. Groepenhof; R. G. M. Klaassen; Gideon B. Valstar; Sophie H. Bots; N. Charlotte Onland-Moret; Hester M. Den Ruijter; Tim Leiner; Anouk L. M. Eikendal (BMC Medical Imaging, 2021)

Evaluation of non-invasive imaging parameters in coronary microvascular disease: a systematic review. - Floor Groepenhoff; R. G. M. Klaassen; Gideon B. Valstar; Sophie H. Bots; N. Charlotte Onland-Moret; Hester M. Den Ruijter; Tim Leiner; Anouk L. M. Eikendal (BMC Medical Imaging, 2021)

AI-based Reconstruction for Fast MRI - A Systematic Review and Meta-analysis. - Yutong Chen; Carola-Bibiane Schönlieb; Pietro Liò; Tim Leiner; Pier Luigi Dragotti; Gerald Wang; Daniel Rueckert; David N. Firmin; Guang Yang 006 (CoRR, 2021)

Decision making in cancer: Causal questions require causal answers. - Wouter A. C. van Amsterdam; Pim A. de Jong; Joost J. C. Verhoeff; Tim Leiner; Rajesh Ranganath (CoRR, 2022)

AI-Based Reconstruction for Fast MRI - A Systematic Review and Meta-Analysis. - Yutong Chen; Carola-Bibiane Schönlieb; Pietro Liò; Tim Leiner; Pier Luigi Dragotti; Ge Wang 001; Daniel Rueckert; David N. Firmin; Guang Yang 006 (Proc. IEEE, 2022)

High-fidelity Database-free Deep Learning Reconstruction for Real-time Cine Cardiac MRI. - Ömer Burak Demirel; Chi Zhang 057; Burhaneddin Yaman; Merve Gülle; Chetan Shenoy; Tim Leiner; Peter Kellman; Mehmet Akçakaya (EMBC, 2023)

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)

Automatic Coronary Artery Plaque Quantification and CAD-RADS Prediction Using Mesh Priors. - Rudolf L. M. van Herten; Nils Hampe; Richard A. P. Takx; Klaas Jan Franssen; Yining Wang; Dominika Suchá; José P. Henriques; Tim Leiner; Nils Planken; Ivana Isgum (IEEE Trans. Medical Imaging, 2024)

From algorithms to action: improving patient care requires causality. - Wouter A. C. van Amsterdam; Pim A. de Jong; Joost J. C. Verhoeff; Tim Leiner; Rajesh Ranganath (BMC Medical Informatics Decis. Mak., 2024)