J. Schnabel

Most-cited papers

FUTURE-AI: international consensus guideline for trustworthy and deployable artificial intelligence in healthcare
Karim Lekadir, Alejandro F Frangi, A. R. Porras, Ben Glocker +116 more
2023British medical journal839 citations Open access
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A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology
James R. Clough, Nicholas Byrne, Ilkay Oksuz, V. Zimmer +2 more
2019IEEE Transactions on Pattern Analysis and Machine Intelligence353 citations Open access
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Transformer-based biomarker prediction from colorectal cancer histology: A large-scale multicentric study
S. Wagner, Daniel Reisenbüchler, N. West, J. Niehues +44 more
2023Cancer Cell295 citations Open access
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Deep Learning for PET Image Reconstruction
A. Reader, Guillaume Corda, Abolfazl Mehranian, Casper O. da Costa-Luis +2 more
2020IEEE Transactions on Radiation and Plasma Medical Sciences211 citations Open access
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Fully Automated, Quality-Controlled Cardiac Analysis From CMR: Validation and Large-Scale Application to Characterize Cardiac Function
B. Ruijsink, E. Puyol-Antón, Ilkay Oksuz, Matthew Sinclair +4 more
2019JACC Cardiovascular Imaging184 citations Open access
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An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy
Sharib Ali, Felix Y Zhou, B. Braden, Adam D. Bailey +25 more
2020Scientific Reports129 citations Open access
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Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning
Ilkay Oksuz, B. Ruijsink, E. Puyol-Antón, James R. Clough +7 more
2018Medical Image Anal.105 citations Open access
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Roadmap on the use of artificial intelligence for imaging of vulnerable atherosclerotic plaque in coronary arteries
Bernhard Föllmer, M. Williams, D. Dey, A. Arbab-Zadeh +12 more
2023Nature Reviews Cardiology92 citations Open access
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Deep Learning for Retrospective Motion Correction in MRI: A Comprehensive Review
Veronika Spieker, H. Eichhorn, K. Hammernik, D. Rueckert +3 more
2023IEEE Transactions on Medical Imaging91 citations Open access
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Evaluation of MRI to Ultrasound Registration Methods for Brain Shift Correction: The CuRIOUS2018 Challenge
Yiming Xiao, A. Maier, W. Wein, Roozbeh Shams +12 more
2019IEEE Transactions on Medical Imaging88 citations Open access
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Mask, Stitch, and Re-Sample: Enhancing Robustness and Generalizability in Anomaly Detection through Automatic Diffusion Models
Cosmin I. Bercea, Michaela Neumayr, D. Rueckert, J. Schnabel
2023arXiv.org77 citations Open access
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Explicit topological priors for deep-learning based image segmentation using persistent homology
James R. Clough, I. Öksüz, Nicholas Byrne, J. Schnabel +1 more
2019Information Processing in Medical Imaging76 citations Open access
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Deep Learning-Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation
Ilkay Oksuz, James R. Clough, B. Ruijsink, E. P. Antón +5 more
2019IEEE Transactions on Medical Imaging73 citations Open access
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Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review
Lei Li, V. Zimmer, J. Schnabel, X. Zhuang
2021Medical Image Anal.72 citations Open access
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Global and Local Interpretability for Cardiac MRI Classification
James R. Clough, I. Öksüz, E. Puyol-Antón, B. Ruijsink +2 more
2019International Conference on Medical Image Computing and Computer-Assisted Intervention70 citations Open access
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AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information
Lei Li, V. Zimmer, J. Schnabel, X. Zhuang
2020Medical Image Anal.68 citations Open access
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Is MC Dropout Bayesian?
Loic Le Folgoc, V. Baltatzis, S. Desai, A. Devaraj +6 more
2021arXiv.org66 citations
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Model-Based and Data-Driven Strategies in Medical Image Computing
D. Rueckert, J. Schnabel
2019Proceedings of the IEEE60 citations Open access
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Weakly Supervised Estimation of Shadow Confidence Maps in Fetal Ultrasound Imaging
Qingjie Meng, J. Housden, J. Matthew, D. Rueckert +10 more
2019IEEE Transactions on Medical Imaging55 citations Open access
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A multi-scale variational neural network for accelerating motion-compensated whole-heart 3D coronary MR angiography.
N. Fuin, Aurélien Bustin, Thomas Küstner, Ilkay Oksuz +5 more
2020Magnetic Resonance Imaging46 citations
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Virtual reality three-dimensional echocardiographic imaging for planning surgical atrioventricular valve repair
K. Pushparajah, Kaiyue Chu, S. Deng, G. Wheeler +4 more
2021JTCVS Techniques40 citations Open access
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A skeletonization algorithm for gradient-based optimization
M. Menten, J. Paetzold, V. Zimmer, Suprosanna Shit +5 more
2023IEEE International Conference on Computer Vision39 citations Open access
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Placenta segmentation in ultrasound imaging: Addressing sources of uncertainty and limited field-of-view
V. Zimmer, A. Gómez, E. Skelton, R. Wright +9 more
2022Medical Image Anal.38 citations Open access
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Exploring a new paradigm for the fetal anomaly ultrasound scan: Artificial intelligence in real time
J. Matthew, E. Skelton, T. Day, V. Zimmer +17 more
2021Prenatal Diagnosis37 citations Open access
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Joint Left Atrial Segmentation and Scar Quantification Based on a DNN with Spatial Encoding and Shape Attention
Lei Li, Xin Weng, J. Schnabel, X. Zhuang
2020International Conference on Medical Image Computing and Computer-Assisted Intervention36 citations Open access
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Reversing the Abnormal: Pseudo-Healthy Generative Networks for Anomaly Detection
Cosmin I. Bercea, Benedikt Wiestler, D. Rueckert, J. Schnabel
2023International Conference on Medical Image Computing and Computer-Assisted Intervention35 citations Open access
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A landmark-free morphometrics pipeline for high-resolution phenotyping: application to a mouse model of Down syndrome
N. Toussaint, Yushi T. Redhead, Marta Vidal-García, Lucas D. Lo Vercio +6 more
2021Development34 citations Open access
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AtrialGeneral: Domain Generalization for Left Atrial Segmentation of Multi-Center LGE MRIs
Lei Li, V. Zimmer, J. Schnabel, X. Zhuang
2021International Conference on Medical Image Computing and Computer-Assisted Intervention32 citations Open access
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Regional Multi-View Learning for Cardiac Motion Analysis: Application to Identification of Dilated Cardiomyopathy Patients
E. Puyol-Antón, B. Ruijsink, B. Gerber, M. Amzulescu +5 more
2019IEEE Transactions on Biomedical Engineering32 citations Open access
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Extended reality for procedural planning and guidance in structural heart disease – a review of the state-of-the-art
Natasha Stephenson, K. Pushparajah, G. Wheeler, S. Deng +2 more
2023The International Journal of Cardiovascular Imaging30 citations Open access
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Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information
Lei Li, V. Zimmer, Wang-Bin Ding, Fuping Wu +3 more
2020M&Ms and EMIDEC/STACOM@MICCAI28 citations Open access
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Deep Learning using K-space Based Data Augmentation for Automated Cardiac MR Motion Artefact Detection
I. Öksüz, B. Ruijsink, E. Puyol-Antón, Aurélien Bustin +5 more
2018International Conference on Medical Image Computing and Computer-Assisted Intervention28 citations Open access
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dAUTOMAP: decomposing AUTOMAP to achieve scalability and enhance performance
J. Schlemper, I. Öksüz, James R. Clough, Jin-Ming Duan +4 more
2019arXiv.org25 citations
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Segmentation of Vasculature From Fluorescently Labeled Endothelial Cells in Multi-Photon Microscopy Images
Russell Bates, B. Irving, B. Markelc, Jakob Kaeppler +5 more
2019IEEE Transactions on Medical Imaging24 citations Open access
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Quantitative assessment of myelination patterns in preterm neonates using T2-weighted MRI
Siying Wang, C. Ledig, J. Hajnal, S. Counsell +2 more
2019Scientific Reports24 citations Open access
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Detection and Correction of Cardiac MRI Motion Artefacts During Reconstruction from k-space
I. Öksüz, James R. Clough, B. Ruijsink, E. Puyol-Antón +6 more
2019International Conference on Medical Image Computing and Computer-Assisted Intervention23 citations Open access
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Evolving polarisation of infiltrating and alveolar macrophages in the lung during metastatic progression of melanoma suggests CCR1 as a therapeutic target
T. Tapmeier, J. H. Howell, Lei Zhao, B. Papież +3 more
2022Oncogene20 citations Open access
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A variational Bayesian method for similarity learning in non-rigid image registration
Daniel Grzech, M. F. Azampour, Ben Glocker, J. Schnabel +3 more
2022Computer Vision and Pattern Recognition20 citations
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A Virtual Reality System for Improved Image-Based Planning of Complex Cardiac Procedures
S. Deng, G. Wheeler, N. Toussaint, L. Munroe +10 more
2021Journal of Imaging20 citations Open access
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Towards Whole Placenta Segmentation at Late Gestation Using Multi-view Ultrasound Images
V. Zimmer, Alberto Gómez, E. Skelton, N. Toussaint +8 more
2019International Conference on Medical Image Computing and Computer-Assisted Intervention19 citations
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Fully transformer-based biomarker prediction from colorectal cancer histology: a large-scale multicentric study
S. Wagner, Daniel Reisenbüchler, N. West, J. Niehues +27 more
2023arXiv.org18 citations Open access
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Memory-Efficient Training for Fully Unrolled Deep Learned PET Image Reconstruction with Iteration-Dependent Targets
Guillaume Corda-D’Incan, J. Schnabel, A. Reader
2021IEEE Transactions on Radiation and Plasma Medical Sciences18 citations Open access
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MRI-Guided Motion-Corrected PET Image Reconstruction for Cardiac PET/MRI
Camila Munoz, S. Ellis, S. Nekolla, K. Kunze +6 more
2021Journal of Nuclear Medicine17 citations Open access
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ICoNIK: Generating Respiratory-Resolved Abdominal MR Reconstructions Using Neural Implicit Representations in k-Space
Veronika Spieker, Wenqi Huang, H. Eichhorn, Jonathan K. Stelter +6 more
2023DGM4MICCAI16 citations Open access
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Complete Fetal Head Compounding from Multi-view 3D Ultrasound
R. Wright, N. Toussaint, Alberto Gómez, V. Zimmer +7 more
2019International Conference on Medical Image Computing and Computer-Assisted Intervention15 citations
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Fast fetal head compounding from multi-view 3D ultrasound
R. Wright, Alberto Gómez, V. Zimmer, N. Toussaint +7 more
2023Medical Image Anal.14 citations
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Image Reconstruction in a Manifold of Image Patches: Application to Whole-Fetus Ultrasound Imaging
A. Gómez, V. Zimmer, N. Toussaint, R. Wright +6 more
2019MLMIR@MICCAI14 citations Open access
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Automatic Shadow Detection in 2D Ultrasound Images
Qingjie Meng, Christian F. Baumgartner, Matthew Sinclair, J. Housden +10 more
2018DATRA/PIPPI@MICCAI14 citations
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2018: 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I
Alejandro F Frangi, J. Schnabel, C. Davatzikos, C. Alberola-López +5 more
2018International Conference on Medical Image Computing and Computer-Assisted Intervention14 citations Open access
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A Multi-task Approach Using Positional Information for Ultrasound Placenta Segmentation
V. Zimmer, Alberto Gómez, E. Skelton, N. Ghavami +5 more
2020ASMUS/PIPPI@MICCAI12 citations
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