Ivana Išgum

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

Olivier Bernard, Alain Lalande, Clément Zotti et al. · IEEE Transactions on Medical Imaging · 2018 · 2.1K citations · Full text

Convolutional Neural Network, Multiple Instance Learning, Engineering +22

Generative Adversarial Networks for Noise Reduction in Low-Dose CT

Jelmer M. Wolterink, Tim Leiner, Max A. Viergever et al. · IEEE Transactions on Medical Imaging · 2017 · 1K citations

Computed Tomography, Medical Image Segmentation, Image Analysis +15

A deep learning framework for unsupervised affine and deformable image registration

Bob D. de Vos, Floris F. Berendsen, Max A. Viergever et al. · Medical Image Analysis · 2018 · 806 citations · Full text

Image Analysis, Machine Learning, Machine Vision +10

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

Ivana Išgum, Marius Staring, Annemarieke Rutten et al. · IEEE Transactions on Medical Imaging · 2009 · 359 citations · Full text

Engineering, Ct Scans, Multi-image Fusion +22

Automatic coronary artery calcium scoring in cardiac CT angiography using paired convolutional neural networks

Jelmer M. Wolterink, Tim Leiner, Bob D. de Vos et al. · Medical Image Analysis · 2016 · 307 citations

Convolutional Neural Network, Image Analysis, Machine Learning +13