Real-time placental vessel segmentation in fetoscopic laser surgery for Twin-to-Twin Transfusion Syndrome. - Plotka, Szymon; Szczepanski, Tomasz; Szenejko, Paula; Korzeniowski, Przemyslaw; Calvo, Jesús Rodriguez; Khalil, Asma; Shamshirsaz, Alireza; Brawura-Biskupski-Samaha, Robert; Isgum, Ivana; Sánchez, Clara I.; Sitek, Arkadiusz (Medical Image Anal., 2025)

World of Forms: Deformable geometric templates for one-shot surface meshing in coronary CT angiography. - Herten, Rudolf L. M. van; Lagogiannis, Ioannis; Wolterink, Jelmer M.; Bruns, Steffen; Meulendijks, Eva R.; Dey, Damini; Groot, Joris R. de; Henriques, José P.; Planken, R. N.; Saitta, Simone; Isgum, Ivana (Medical Image Anal., 2025)

Keynote: AI for Analysis of Coronary Artery Disease. - Isgum, Ivana (2025)

Attenuation artifact detection and severity classification in intracoronary OCT using mixed image representations. - Cancian, Pierandrea; Saitta, Simone; Gu, Xiaojin; Herten, Rudolf L. M. van; Luttikholt, Thijs J.; Thannhauser, Jos; Volleberg, Rick H. J. A.; Waerden, Ruben G. A. van der; Zande, Joske L. van der; Sánchez, Clarisa I.; Ginneken, Bram van; Royen, Niels van; et al. (CoRR, 2025)

Temporally Consistent Mitral Annulus Measurements from Sparse Annotations in Echocardiographic Videos. - Jansen, Gino; Schuuring, Mark J.; Bouma, Berto J.; Isgum, Ivana (CoRR, 2025)

ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging. - Karkalousos, Dimitrios; Isgum, Ivana; Marquering, Henk A.; Caan, Matthan W. A. (Comput. Methods Programs Biomed., 2024)

Robust Deformable Image Registration Using Cycle-Consistent Implicit Representations. - Harten, Louis D. van; Stoker, Jaap; Isgum, Ivana (IEEE Trans. Medical Imaging, 2024)

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

REINDIR: Repeated Embedding Infusion for Neural Deformable Image Registration. - Harten, Louis D. van; Herten, Rudolf Leonardus Mirjam van; Isgum, Ivana (2024)

Accelerating physics-informed neural fields for fast CT perfusion analysis in acute ischemic stroke. - Vries, Lucas de; Herten, Rudolf Leonardus Mirjam van; Hoving, Jan W.; Isgum, Ivana; Emmer, Bart J.; Majoie, Charles B. L. M.; Marquering, Henk A.; Gavves, Stratis (2024)

ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging. - Karkalousos, Dimitrios; Isgum, Ivana; Marquering, Henk A.; Caan, Matthan W. A. (CoRR, 2024)

Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease. - Gao, Chenyu; Kim, Michael E.; Ramadass, Karthik; Kanakaraj, Praitayini; Krishnan, Aravind R.; Saunders, Adam M.; Newlin, Nancy R.; Lee, Ho Hin; Yang, Qi; Taylor, Warren D.; Boyd, Brian D.; Beason-Held, Lori L.; et al. (CoRR, 2024)

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

BabyNet＋＋: Fetal birth weight prediction using biometry multimodal data acquired less than 24 hours before delivery. - Plotka, Szymon; Grzeszczyk, Michal K.; Brawura-Biskupski-Samaha, Robert; Gutaj, Pawel; Lipa, Michal; Trzcinski, Tomasz; Isgum, Ivana; Sánchez, Clara I.; Sitek, Arkadiusz (Comput. Biol. Medicine, 2023)

Spatio-temporal physics-informed learning: A novel approach to CT perfusion analysis in acute ischemic stroke. - Vries, Lucas de; Herten, Rudolf L. M. van; Hoving, Jan W.; Isgum, Ivana; Emmer, Bart J.; Majoie, Charles B. L. M.; Marquering, Henk A.; Gavves, Efstratios (Medical Image Anal., 2023)

Temporally Consistent Segmentations from Sparsely Labeled Echocardiograms Using Image Registration for Pseudo-labels Generation. - Tafuro, Matteo; Jansen, Gino; Isgum, Ivana (2023)

Deformable Image Registration with Geometry-informed Implicit Neural Representations. - Harten, Louis D. van; Herten, Rudolf Leonardus Mirjam van; Stoker, Jaap; Isgum, Ivana (2023)

MultiTask Learning for accelerated-MRI Reconstruction and Segmentation of Brain Lesions in Multiple Sclerosis. - Karkalousos, Dimitrios; Isgum, Ivana; Marquering, Henk A.; Caan, Matthan W. A. (2023)

Generative Adversarial Networks for Coronary CT Angiography Acquisition Protocol Correction with Explicit Attenuation Constraints. - Herten, Rudolf Leonardus Mirjam van; Harten, Louis D. van; Planken, Nils; Isgum, Ivana (2023)

Deep Learning for Automatic Strain Quantification in Arrhythmogenic Right Ventricular Cardiomyopathy. - Alvarez-Florez, Laura; Sander, Jörg; Bourfiss, Mimount; Tjong, Fleur V. Y.; Velthuis, Birgitta K.; Isgum, Ivana (2023)

Medical Imaging 2023: Image Processing, San Diego, CA, USA, February 19-23, 2023 (SPIE, 2023)

Deep Learning-Based Prediction of Fractional Flow Reserve along the Coronary Artery. - Hampe, Nils; Velzen, Sanne G. M. van; Aben, Jean-Paul; Collet, Carlos; Isgum, Ivana (CoRR, 2023)

Inter-vendor harmonization of Computed Tomography (CT) reconstruction kernels using unpaired image translation. - Krishnan, Aravind R.; Xu, Kaiwen; Li, Thomas Z.; Gao, Chenyu; Remedios, Lucas W.; Kanakaraj, Praitayini; Lee, Ho Hin; Bao, Shunxing; Sandler, Kim L.; Maldonado, Fabien; Isgum, Ivana; Landman, Bennett A. (CoRR, 2023)

Robust deformable image registration using cycle-consistent implicit representations. - Harten, Louis D. van; Stoker, Jaap; Isgum, Ivana (CoRR, 2023)

Predicting Age from White Matter Diffusivity with Residual Learning. - Gao, Chenyu; Kim, Michael E.; Lee, Ho Hin; Yang, Qi; Khairi, Nazirah Mohd; Kanakaraj, Praitayini; Newlin, Nancy R.; Archer, Derek B.; Jefferson, Angela L.; Taylor, Warren D.; Boyd, Brian D.; Beason-Held, Lori L.; et al. (CoRR, 2023)

Deep Learning for Automatic Strain Quantification in Arrhythmogenic Right Ventricular Cardiomyopathy. - Alvarez-Florez, Laura; Sander, Jörg; Bourfiss, Mimount; Tjong, Fleur V. Y.; Velthuis, Birgitta K.; Isgum, Ivana (CoRR, 2023)

Deep learning-based whole-heart segmentation in 4D contrast-enhanced cardiac CT. - Bruns, Steffen; Wolterink, Jelmer M.; Boogert, Thomas P. W. van den; Runge, Jürgen H.; Bouma, Berto J.; Henriques, José P.; Baan, Jan; Viergever, Max A.; Planken, R. N.; Isgum, Ivana (Comput. Biol. Medicine, 2022)

Untangling and segmenting the small intestine in 3D cine-MRI using deep learning. - Harten, Louis D. van; Jonge, Catharina S. de; Beek, Kim J.; Stoker, Jaap; Isgum, Ivana (Medical Image Anal., 2022)

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

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

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

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

Medical Imaging 2022: Image Processing, San Diego, CA, USA, February 20-24, 2022 / Online, March 21-27, 2022 (SPIE, 2022)

Autoencoding Low-Resolution MRI for Semantically Smooth Interpolation of Anisotropic MRI. - Sander, Jörg; Vos, Bob D. de; Isgum, Ivana (CoRR, 2022)

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

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

Untangling the Small Intestine in 3D cine-MRI using Deep Stochastic Tracking. - Harten, Louis D. van; Jonge, Catharina S. de; Stoker, Jaap; Isgum, Ivana (2021)

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

Automatic whole-heart segmentation in 4D TAVI treatment planning CT. - Bruns, Steffen; Wolterink, Jelmer M.; Boogert, Thomas P. W. van den; Henriques, José P.; Baan, Jan; Planken, Nils; Isgum, Ivana (2021)

Graph attention networks for segment labeling in coronary artery trees. - Hampe, Nils; Wolterink, Jelmer M.; Collet, Carlos; Planken, Nils; Isgum, Ivana (2021)

Welcome and Introduction to SPIE Conference 11596. - Isgum, Ivana; Landman, Bennett A. (2021)

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

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

Medical Imaging 2021: Image Processing, Online, February 15-19, 2021 (SPIE, 2021)

Deep Learning Analysis of Coronary Arteries in Cardiac CT Angiography for Detection of Patients Requiring Invasive Coronary Angiography. - Zreik, Majd; Hamersvelt, Robbert W. van; Khalili, Nadieh; Wolterink, Jelmer M.; Voskuil, Michiel; Viergever, Max A.; Leiner, Tim; Isgum, Ivana (IEEE Trans. Medical Imaging, 2020)

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

Correction to: Interpretable and Annotation-Efficient Learning for Medical Image Computing. - Cardoso, Jaime S.; Nguyen, Hien Van; Heller, Nicholas; Abreu, Pedro Henriques; Isgum, Ivana; Silva, Wilson; Cruz, Ricardo P. M.; Amorim, José Pereira; Patel, Vishal; Roysam, Badri; Zhou, S. Kevin; Jiang, Steve B.; et al. (2020)

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

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

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

Exploiting clinically available delineations for CNN-based segmentation in radiotherapy treatment planning. - Harten, Louis D. van; Wolterink, Jelmer M.; Verhoeff, Joost J. C.; Isgum, Ivana (2020)

Automatic online quality control of synthetic CTs. - Harten, Louis D. van; Wolterink, Jelmer M.; Verhoeff, Joost J. C.; Isgum, Ivana (2020)

Interpretable and Annotation-Efficient Learning for Medical Image Computing - Third International Workshop, iMIMIC 2020, Second International Workshop, MIL3ID 2020, and 5th International Workshop, LABELS 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4-8, 2020, Proceedings (Springer, 2020)

Medical Imaging 2020: Image Processing, Houston, TX, USA, February 15-20, 2020 (SPIE, 2020)

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

Deep Learning from Dual-Energy Information for Whole-Heart Segmentation in Dual-Energy and Single-Energy Non-Contrast-Enhanced Cardiac CT. - Bruns, Steffen; Wolterink, Jelmer M.; Takx, Richard A. P.; Hamersvelt, Robbert W. van; Suchá, Dominika; Viergever, Max A.; Leiner, Tim; Isgum, Ivana (CoRR, 2020)

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

Unsupervised Super-Resolution: Creating High-Resolution Medical Images from Low-Resolution Anisotropic Examples. - Sander, Jörg; Vos, Bob D. de; Isgum, Ivana (CoRR, 2020)

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

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

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

Iterative fully convolutional neural networks for automatic vertebra segmentation and identification. - Leßmann, Nikolas; Ginneken, Bram van; Jong, Pim A. de; Isgum, Ivana (Medical Image Anal., 2019)

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

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

Automatic Segmentation of Organs at Risk in Thoracic CT scans by Combining 2D and 3D Convolutional Neural Networks. - Harten, Louis D. van; Noothout, Julia M. H.; Verhoeff, Joost J. C.; Wolterink, Jelmer M.; Isgum, Ivana (2019)

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

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

Generative Adversarial Network for Segmentation of Motion Affected Neonatal Brain MRI. - Khalili, Nadieh; Turk, Elise; Zreik, Majd; Viergever, Max A.; Benders, Manon J. N. L.; Isgum, Ivana (2019)

Adversarial Optimization for Joint Registration and Segmentation in Prostate CT Radiotherapy. - Elmahdy, Mohamed S.; Wolterink, Jelmer M.; Sokooti, Hessam; Isgum, Ivana; Staring, Marius (2019)

Direct prediction of cardiovascular mortality from low-dose chest CT using deep learning. - Velzen, Sanne G. M. van; Zreik, Majd; Leßmann, Nikolas; Viergever, Max A.; Jong, Pim A. de; Verkooijen, Helena M.; Isgum, Ivana (2019)

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

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

Convolutional Neural Network-Based Regression for Quantification of Brain Characteristics Using MRI. - Fernandes, João; Alves, Victor; Khalili, Nadieh; Benders, Manon J. N. L.; Isgum, Ivana; Pluim, Josien P. W.; Moeskops, Pim (2019)

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

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

Generative adversarial network for segmentation of motion affected neonatal brain MRI. - Khalili, Nadieh; Turk, Elise; Zreik, Majd; Viergever, Max A.; Benders, Manon J. N. L.; Isgum, Ivana (CoRR, 2019)

Automatic brain tissue segmentation in fetal MRI using convolutional neural networks. - Khalili, Nadieh; Leßmann, Nikolas; Turk, Elise; Claessens, Nathalie H. P.; Heus, R. de; Kolk, T.; Viergever, Max A.; Benders, Manon J. N. L.; Isgum, Ivana (CoRR, 2019)

Adversarial optimization for joint registration and segmentation in prostate CT radiotherapy. - Elmahdy, Mohamed S.; Wolterink, Jelmer M.; Sokooti, Hessam; Isgum, Ivana; Staring, Marius (CoRR, 2019)

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

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

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

Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning. - Harten, Louis D. van; Wolterink, Jelmer M.; Verhoeff, Joost J. C.; Isgum, Ivana (CoRR, 2019)

Automatic Online Quality Control of Synthetic CTs. - Harten, Louis D. van; Wolterink, Jelmer M.; Verhoeff, Joost J. C.; Isgum, Ivana (CoRR, 2019)

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

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

Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved? - Bernard, Olivier; Lalande, Alain; Zotti, Clément; Cervenansky, Frederic; Yang, Xin; Heng, Pheng-Ann; Cetin, Irem; Lekadir, Karim; Camara, Oscar; Ballester, Miguel Ángel González; Sanroma, Gerard; Napel, Sandy; et al. (IEEE Trans. Medical Imaging, 2018)

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

Iterative convolutional neural networks for automatic vertebra identification and segmentation in CT images. - Leßmann, Nikolas; Ginneken, Bram van; Isgum, Ivana (2018)

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

Blood Vessel Geometry Synthesis using Generative Adversarial Networks. - Wolterink, Jelmer M.; Leiner, Tim; Isgum, Ivana (CoRR, 2018)

Iterative fully convolutional neural networks for automatic vertebra segmentation. - Leßmann, Nikolas; Ginneken, Bram van; Jong, Pim A. de; Isgum, Ivana (CoRR, 2018)

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

A Deep Learning Framework for Unsupervised Affine and Deformable Image Registration. - Vos, Bob D. de; Berendsen, Floris F.; Viergever, Max A.; Sokooti, Hessam; Staring, Marius; Isgum, Ivana (CoRR, 2018)

Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI. - Sander, Jörg; Vos, Bob D. de; Wolterink, Jelmer M.; Isgum, Ivana (CoRR, 2018)

Direct Prediction of Cardiovascular Mortality from Low-dose Chest CT using Deep Learning. - Velzen, Sanne G. M. van; Zreik, Majd; Leßmann, Nikolas; Viergever, Max A.; Jong, Pim A. de; Verkooijen, Helena M.; Isgum, Ivana (CoRR, 2018)

Coronary Artery Centerline Extraction in Cardiac CT Angiography Using a CNN-Based Orientation Classifier. - Wolterink, Jelmer M.; Hamersvelt, Robbert W. van; Viergever, Max A.; Leiner, Tim; Isgum, Ivana (CoRR, 2018)

Improving Myocardium Segmentation in Cardiac CT Angiography using Spectral Information. - Bruns, Steffen; Wolterink, Jelmer M.; Hamersvelt, Robbert W. van; Zreik, Majd; Leiner, Tim; Isgum, Ivana (CoRR, 2018)

Automatic Segmentation of Thoracic Aorta Segments in Low-Dose Chest CT. - Noothout, Julia M. H.; Vos, Bob D. de; Wolterink, Jelmer M.; Isgum, Ivana (CoRR, 2018)

Generative adversarial networks and adversarial methods in biomedical image analysis. - Wolterink, Jelmer M.; Kamnitsas, Konstantinos; Ledig, Christian; Isgum, Ivana (CoRR, 2018)

Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing. - Velden, Bas H. M. van der; Vos, Bob D. de; Loo, Claudette E.; Kuijf, Hugo J.; Isgum, Ivana; Gilhuijs, Kenneth G. A. (CoRR, 2018)

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

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

Deep MR to CT Synthesis Using Unpaired Data. - Wolterink, Jelmer M.; Dinkla, Anna M.; Savenije, Mark H. F.; Seevinck, Peter R.; Berg, Cornelis A. T. van den; Isgum, Ivana (2017)

Automatic Segmentation of the Intracranial Volume in Fetal MR Images. - Khalili, Nadieh; Moeskops, Pim; Claessens, Nathalie H. P.; Scherpenzeel, S.; Turk, Elise; Heus, R. de; Benders, Manon J. N. L.; Viergever, Max A.; Pluim, Josien P. W.; Isgum, Ivana (2017)

Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images. - Wolterink, Jelmer M.; Leiner, Tim; Viergever, Max A.; Isgum, Ivana (2017)

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

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

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

Automatic segmentation of MR brain images with a convolutional neural network. - Moeskops, Pim; Viergever, Max A.; Mendrik, Adriënne M.; Vries, Linda S. de; Benders, Manon J. N. L.; Isgum, Ivana (CoRR, 2017)

Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities. - Moeskops, Pim; Wolterink, Jelmer M.; Velden, Bas H. M. van der; Gilhuijs, Kenneth G. A.; Leiner, Tim; Viergever, Max A.; Isgum, Ivana (CoRR, 2017)

Dilated Convolutional Neural Networks for Cardiovascular MR Segmentation in Congenital Heart Disease. - Wolterink, Jelmer M.; Leiner, Tim; Viergever, Max A.; Isgum, Ivana (CoRR, 2017)

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

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

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

Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images. - Wolterink, Jelmer M.; Leiner, Tim; Viergever, Max A.; Isgum, Ivana (CoRR, 2017)

Deep MR to CT Synthesis using Unpaired Data. - Wolterink, Jelmer M.; Dinkla, Anna M.; Savenije, Mark H. F.; Seevinck, Peter R.; Berg, Cornelis A. T. van den; Isgum, Ivana (CoRR, 2017)

Automatic segmentation of the intracranialvolume in fetal MR images. - Khalili, Nadieh; Moeskops, Pim; Claessens, Nathalie H. P.; Scherpenzeel, S.; Turk, Elise; Heus, R. de; Benders, Manon J. N. L.; Viergever, Max A.; Pluim, Josien P. W.; Isgum, Ivana (CoRR, 2017)

Automatic calcium scoring in low-dose chest CT using deep neural networks with dilated convolutions. - Leßmann, Nikolas; Ginneken, Bram van; Zreik, Majd; Jong, Pim A. de; Vos, Bob D. de; Viergever, Max A.; Isgum, Ivana (CoRR, 2017)

Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis. - Zreik, Majd; Leßmann, Nikolas; Hamersvelt, Robbert W. van; Wolterink, Jelmer M.; Voskuil, Michiel; Viergever, Max A.; Leiner, Tim; Isgum, Ivana (CoRR, 2017)

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

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

Relation between clinical risk factors, early cortical changes, and neurodevelopmental outcome in preterm infants. - Kersbergen, Karina J.; Leroy, François; Isgum, Ivana; Groenendaal, Floris; Vries, Linda S. de; Claessens, Nathalie H. P.; Haastert, Ingrid C. van; Moeskops, Pim; Fischer, Clara; Mangin, Jean-François; Viergever, Max A.; Dubois, Jessica; et al. (NeuroImage, 2016)

Automatic Segmentation of MR Brain Images With a Convolutional Neural Network. - Moeskops, Pim; Viergever, Max A.; Mendrik, Adriënne M.; Vries, Linda S. de; Benders, Manon J. N. L.; Isgum, Ivana (IEEE Trans. Medical Imaging, 2016)

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

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

Dilated Convolutional Neural Networks for Cardiovascular MR Segmentation in Congenital Heart Disease. - Wolterink, Jelmer M.; Leiner, Tim; Viergever, Max A.; Isgum, Ivana (2016)

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

Deep Learning for Multi-task Medical Image Segmentation in Multiple Modalities. - Moeskops, Pim; Wolterink, Jelmer M.; Velden, Bas H. M. van der; Gilhuijs, Kenneth G. A.; Leiner, Tim; Viergever, Max A.; Isgum, Ivana (2016)

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

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

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

Evaluation of automatic neonatal brain segmentation algorithms: The NeoBrainS12 challenge. - Isgum, Ivana; Benders, Manon J. N. L.; Avants, Brian B.; Cardoso, Manuel Jorge; Counsell, Serena J.; Gomez, Elda Fischi; Gui, Laura; Hüppi, Petra S.; Kersbergen, Karina J.; Makropoulos, Antonios; Melbourne, Andrew; Moeskops, Pim; et al. (Medical Image Anal., 2015)

Automatic segmentation of MR brain images of preterm infants using supervised classification. - Moeskops, Pim; Benders, Manon J. N. L.; Chita, Sabina M.; Kersbergen, Karina J.; Groenendaal, Floris; Vries, Linda S. de; Viergever, Max A.; Isgum, Ivana (NeuroImage, 2015)

Automatic Coronary Calcium Scoring in Non-Contrast-Enhanced ECG-Triggered Cardiac CT With Ambiguity Detection. - Wolterink, Jelmer M.; Leiner, Tim; Takx, Richard A. P.; Viergever, Max A.; Isgum, Ivana (IEEE Trans. Medical Imaging, 2015)

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

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

Evaluation of an automatic brain segmentation method developed for neonates on adult MR brain images. - Moeskops, Pim; Viergever, Max A.; Benders, Manon J. N. L.; Isgum, Ivana (2015)

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

Implicit surface registration with surface-oriented anisotropic deformation field smoothing. - Pearlman, Paul C.; Isgum, Ivana; Kersbergen, Karina J.; Benders, Manon J. N. L.; Viergever, Max A.; Pluim, Josien P. W. (2013)

Assessment of quantitative cortical biomarkers in the developing brain of preterm infants. - Moeskops, Pim; Benders, Manon J. N. L.; Pearlman, Paul C.; Kersbergen, Karina J.; Leemans, Alexander; Viergever, Max A.; Isgum, Ivana (2013)

Automatic neonatal brain tissue segmentation with MRI. - Srhoj-Egekher, Vedran; Benders, Manon J. N. L.; Viergever, Max A.; Isgum, Ivana (2013)

Combined pixel classification and atlas-based segmentation of the ventricular system in brain CT Images. - Vos, Pieter C.; Isgum, Ivana; Biesbroek, J. Matthijs; Velthuis, Birgitta K.; Viergever, Max A. (2013)

Automatic segmentation of the preterm neonatal brain with MRI using supervised classification. - Chita, Sabina M.; Benders, Manon J. N. L.; Moeskops, Pim; Kersbergen, Karina J.; Viergever, Max A.; Isgum, Ivana (2013)

Contextual computer-aided detection: Improving bright lesion detection in retinal images and coronary calcification identification in CT scans. - Sánchez, Clara I.; Niemeijer, Meindert; Isgum, Ivana; Dumitrescu, Alina V.; Suttorp-Schulten, Maria S. A.; Abràmoff, Michael D.; Ginneken, Bram van (Medical Image Anal., 2012)

Automatic Coronary Calcium Scoring in Low-Dose Chest Computed Tomography. - Isgum, Ivana; Prokop, Mathias; Niemeijer, Meindert; Viergever, Max A.; Ginneken, Bram van (IEEE Trans. Medical Imaging, 2012)

Elastic Demons: Characterizing Cortical Development in Neonates Using an Implicit Surface Registration. - Pearlman, Paul C.; Isgum, Ivana; Kersbergen, Karina J.; Benders, Manon J. N. L.; Viergever, Max A.; Pluim, Josien P. W. (2012)

Adaptive local multi-atlas segmentation: Application to the heart and the caudate nucleus. - Rikxoort, Eva M. van; Isgum, Ivana; Arzhaeva, Yulia; Staring, Marius; Klein, Stefan; Viergever, Max A.; Pluim, Josien P. W.; Ginneken, Bram van (Medical Image Anal., 2010)

Automatic coronary calcium scoring in low-dose non-ECG-synchronized thoracic CT scans. - Isgum, Ivana; Prokop, Mathias; Jacobs, Peter C.; Gondrie, Martijn J.; Mali, Willem P. Th. M.; Viergever, Max A.; Ginneken, Bram van (2010)

Multi-Atlas-Based Segmentation With Local Decision Fusion - Application to Cardiac and Aortic Segmentation in CT Scans. - Isgum, Ivana; Staring, Marius; Rutten, Annemarieke; Prokop, Mathias; Viergever, Max A.; Ginneken, Bram van (IEEE Trans. Medical Imaging, 2009)

Adaptive local multi-atlas segmentation: application to heart segmentation in chest CT scans. - Rikxoort, Eva M. van; Isgum, Ivana; Staring, Marius; Klein, Stefan; Ginneken, Bram van (2008)

Computer-aided detection and quantification of arterial calcifications with CT. - Isgum, Ivana (2007)

A Pattern Recognition Approach to Automated Coronary Calcium Scoring. - Isgum, Ivana; Ginneken, Bram van; Prokop, Mathias (2004)

Automatic detection of calcifications in the aorta from abdominal CT scans. - Isgum, Ivana; Ginneken, Bram van; Viergever, Max A. (2003)