Ivana Išgum

Research.com Recognitions

• 2025 - Research.com Computer Science in Netherlands Leader Award
• 2022 - Research.com Computer Science in Netherlands Leader Award

Overview

Best Publications

• Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

  Olivier Bernard;Alain Lalande;Clement Zotti;Frederick Cervenansky

  2143
  Citations

• Generative Adversarial Networks for Noise Reduction in Low-Dose CT

  Jelmer M. Wolterink;Tim Leiner;Max A. Viergever;Ivana Isgum

  1077
  Citations

• Automatic Segmentation of MR Brain Images With a Convolutional Neural Network

  Pim Moeskops;Max A. Viergever;Adrienne M. Mendrik;Linda S. de Vries

  1039
  Citations

• A deep learning framework for unsupervised affine and deformable image registration

  Bob D. de Vos;Floris F. Berendsen;Max A. Viergever;Hessam Sokooti

  786
  Citations

• Deep MR to CT synthesis using unpaired data

  Jelmer M. Wolterink;Anna M. Dinkla;Mark H. F. Savenije;Peter R. Seevinck

  627
  Citations

• End-to-End Unsupervised Deformable Image Registration with a Convolutional Neural Network

  Bob D. de Vos;Floris F. Berendsen;Max A. Viergever;Marius Staring

  487
  Citations

• Multi-Atlas-Based Segmentation With Local Decision Fusion—Application to Cardiac and Aortic Segmentation in CT Scans

  I. Isgum;M. Staring;A. Rutten;M. Prokop

  486
  Citations

• Nonrigid image registration using multi-scale 3D convolutional neural networks

  Hessam Sokooti;Bob D. de Vos;Floris F. Berendsen;Boudewijn P. F. Lelieveldt;Boudewijn P. F. Lelieveldt

  378
  Citations

• State-of-the-Art Deep Learning in Cardiovascular Image Analysis

  Geert Litjens;Francesco Ciompi;Jelmer M. Wolterink;Bob D. de Vos

  367
  Citations

• Deep learning for multi-task medical image segmentation in multiple modalities

  Pim Moeskops;Pim Moeskops;Jelmer M. Wolterink;Bas H. M. van der Velden;Kenneth G. A. Gilhuijs

  353
  Citations

• 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

  331
  Citations

• 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

  325
  Citations

• Machine learning in cardiovascular magnetic resonance: basic concepts and applications

  Tim Leiner;Daniel Rueckert;Avan Suinesiaputra;Bettina Baeßler

  265
  Citations

• 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

  263
  Citations

• Iterative fully convolutional neural networks for automatic vertebra segmentation and identification

  Nikolas Lessmann;Bram van Ginneken;Pim A. de Jong;Ivana Išgum

  260
  Citations

• 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

  231
  Citations

• Adaptive local multi-atlas segmentation : Application to the heart and the caudate nucleus

  Eva M. van Rikxoort;Ivana Isgum;Yulia Arzhaeva;Marius Staring

  203
  Citations

• 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

  202
  Citations

• Automatic Coronary Calcium Scoring in Low-Dose Chest Computed Tomography

  I. Isgum;M. Prokop;M. Niemeijer;M. A. Viergever

  156
  Citations

• MR-Only Brain Radiation Therapy: Dosimetric Evaluation of Synthetic CTs Generated by a Dilated Convolutional Neural Network

  Anna M. Dinkla;Jelmer M. Wolterink;Matteo Maspero;Mark H.F. Savenije

  130
  Citations

• Automated Assessment of COVID-19 Reporting and Data System and Chest CT Severity Scores in Patients Suspected of Having COVID-19 Using Artificial Intelligence

  Nikolas Lessmann;Clara I. Sánchez;Ludo Beenen;Luuk H. Boulogne

  124
  Citations