Ivana Isgum

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UMC Utrecht

Associate Professor at University Medical Center Utrech

Featured Co-authors

Bram van Ginneken
33 publications
Max A. Viergever
23 publications
Jelmer M. Wolterink
21 publications
Konstantinos Kamnitsas
20 publications
Tim Leiner
14 publications
Bob D. de Vos
10 publications
Nikolas Lessmann
9 publications
Mohsen Ghafoorian
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Marius Staring
8 publications
Christian Ledig
8 publications
Majd Zreik
7 publications

Deep Group-wise Variational Diffeomorphic Image Registration

Deep neural networks are increasingly used for pair-wise image registrat...
10/01/2020 ∙ by Tycho F. A. van der Ouderaa, et al. ∙ 9 ∙ share

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Deep Learning from Dual-Energy Information for Whole-Heart Segmentation in Dual-Energy and Single-Energy Non-Contrast-Enhanced Cardiac CT

Deep learning-based whole-heart segmentation in coronary CT angiography ...
08/10/2020 ∙ by Steffen Bruns, et al. ∙ 0 ∙ share

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Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images

In this study, we propose a fast and accurate method to automatically lo...
07/10/2020 ∙ by Julia M. H. Noothout, et al. ∙ 49 ∙ share

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Automatic Online Quality Control of Synthetic CTs

Accurate MR-to-CT synthesis is a requirement for MR-only workflows in ra...
11/12/2019 ∙ by Louis D. van Harten, et al. ∙ 29 ∙ share

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Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning

Convolutional neural networks (CNNs) have been widely and successfully u...
11/12/2019 ∙ by Louis D. van Harten, et al. ∙ 31 ∙ share

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Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis

Treatment of patients with obstructive coronary artery disease is guided...
11/10/2019 ∙ by Majd Zreik, et al. ∙ 24 ∙ share

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3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations

We propose a supervised nonrigid image registration method, trained usin...
08/27/2019 ∙ by Hessam Sokooti, et al. ∙ 3 ∙ share

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Graph Convolutional Networks for Coronary Artery Segmentation in Cardiac CT Angiography

Detection of coronary artery stenosis in coronary CT angiography (CCTA) ...
08/14/2019 ∙ by Jelmer M. Wolterink, et al. ∙ 4 ∙ share

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Adversarial optimization for joint registration and segmentation in prostate CT radiotherapy

Joint image registration and segmentation has long been an active area o...
06/28/2019 ∙ by Mohamed S. Elmahdy, et al. ∙ 6 ∙ share

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Deep learning analysis of cardiac CT angiography for detection of coronary arteries with functionally significant stenosis

In patients with obstructive coronary artery disease, the functional sig...
06/11/2019 ∙ by Majd Zreik, et al. ∙ 7 ∙ share

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Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT

Cardiovascular disease (CVD) is the global leading cause of death. A str...
02/12/2019 ∙ by Bob D. de Vos, et al. ∙ 38 ∙ share

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Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing

Response of breast cancer to neoadjuvant chemotherapy (NAC) can be monit...
11/22/2018 ∙ by Bas H. M. van der Velden, et al. ∙ 10 ∙ share

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Generative adversarial networks and adversarial methods in biomedical image analysis

Generative adversarial networks (GANs) and other adversarial methods are...
10/24/2018 ∙ by Jelmer M. Wolterink, et al. ∙ 4 ∙ share

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Automatic Segmentation of Thoracic Aorta Segments in Low-Dose Chest CT

Morphological analysis and identification of pathologies in the aorta ar...
10/09/2018 ∙ by Julia M. H. Noothout, et al. ∙ 0 ∙ share

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Coronary Artery Centerline Extraction in Cardiac CT Angiography Using a CNN-Based Orientation Classifier

Coronary artery centerline extraction in cardiac CT angiography (CCTA) i...
10/07/2018 ∙ by Jelmer M. Wolterink, et al. ∙ 2 ∙ share

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Direct Prediction of Cardiovascular Mortality from Low-dose Chest CT using Deep Learning

Cardiovascular disease (CVD) is a leading cause of death in the lung can...
10/04/2018 ∙ by Sanne G. M. van Velzen, et al. ∙ 6 ∙ share

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Improving Myocardium Segmentation in Cardiac CT Angiography using Spectral Information

Accurate segmentation of the left ventricle myocardium in cardiac CT ang...
09/27/2018 ∙ by Steffen Bruns, et al. ∙ 0 ∙ share

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Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI

Current state-of-the-art deep learning segmentation methods have not yet...
09/27/2018 ∙ by Jörg Sander, et al. ∙ 4 ∙ share

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A Deep Learning Framework for Unsupervised Affine and Deformable Image Registration

Image registration, the process of aligning two or more images, is the c...
09/17/2018 ∙ by Bob D. de Vos, et al. ∙ 0 ∙ share

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CNN-based Landmark Detection in Cardiac CTA Scans

Fast and accurate anatomical landmark detection can benefit many medical...
04/13/2018 ∙ by Julia M. H. Noothout, et al. ∙ 0 ∙ share

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Iterative fully convolutional neural networks for automatic vertebra segmentation

Precise segmentation of the vertebrae is often required for automatic de...
04/12/2018 ∙ by Nikolas Lessmann, et al. ∙ 0 ∙ share

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Blood Vessel Geometry Synthesis using Generative Adversarial Networks

Computationally synthesized blood vessels can be used for training and e...
04/12/2018 ∙ by Jelmer M. Wolterink, et al. ∙ 0 ∙ share

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Automatic Detection and Characterization of Coronary Artery Plaque and Stenosis using a Recurrent Convolutional Neural Network in Coronary CT Angiography

Different types of atherosclerotic plaque and varying grades of stenosis...
04/12/2018 ∙ by Majd Zreik, et al. ∙ 0 ∙ share

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Direct and Real-Time Cardiovascular Risk Prediction

Coronary artery calcium (CAC) burden quantified in low-dose chest CT is ...
12/08/2017 ∙ by Bob D. de Vos, et al. ∙ 0 ∙ share

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Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis

In patients with coronary artery stenoses of intermediate severity, the ...
11/24/2017 ∙ by Majd Zreik, et al. ∙ 0 ∙ share

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Automatic calcium scoring in low-dose chest CT using deep neural networks with dilated convolutions

Heavy smokers undergoing screening with low-dose chest CT are affected b...
11/01/2017 ∙ by Nikolas Lessmann, et al. ∙ 0 ∙ share

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Deep MR to CT Synthesis using Unpaired Data

MR-only radiotherapy treatment planning requires accurate MR-to-CT synth...
08/03/2017 ∙ by Jelmer M. Wolterink, et al. ∙ 0 ∙ share

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Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images

Segmentation of the heart in cardiac cine MR is clinically used to quant...
08/03/2017 ∙ by Jelmer M. Wolterink, et al. ∙ 0 ∙ share

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Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities

Automatic segmentation of medical images is an important task for many c...
04/11/2017 ∙ by Pim Moeskops, et al. ∙ 0 ∙ share

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Automatic segmentation of MR brain images with a convolutional neural network

Automatic segmentation in MR brain images is important for quantitative ...
04/11/2017 ∙ by Pim Moeskops, et al. ∙ 0 ∙ share

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