Stefan Klein

Orcid: 0000-0003-4449-6784

Affiliations:
  • Erasmus MC, Departments of Radiology and Medical Informatics, Rotterdam, The Netherlands


According to our database1, Stefan Klein authored at least 137 papers between 2005 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2024
Evaluating the Predictive Value of Glioma Growth Models for Low-Grade Glioma After Tumor Resection.
IEEE Trans. Medical Imaging, January, 2024

Minimally Interactive Segmentation of Soft-Tissue Tumors on CT and MRI using Deep Learning.
CoRR, 2024

2023
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging.
Comput. Medical Imaging Graph., September, 2023

dtiRIM: A generalisable deep learning method for diffusion tensor imaging.
NeuroImage, April, 2023

Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging.
Medical Image Anal., 2023

Comparison of different retinal regions-of-interest imaged by OCT for the classification of intermediate AMD.
CoRR, 2023

An Interpretable Machine Learning Model with Deep Learning-Based Imaging Biomarkers for Diagnosis of Alzheimer's Disease.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023 Workshops, 2023

2022
Ten years of image analysis and machine learning competitions in dementia.
NeuroImage, 2022

Time efficiency analysis for undersampled quantitative MRI acquisitions.
Medical Image Anal., 2022

Differential Diagnosis and Molecular Stratification of Gastrointestinal Stromal Tumors on CT Images Using a Radiomics Approach.
J. Digit. Imaging, 2022

Computer-aided diagnosis and prediction in brain disorders.
CoRR, 2022

Multi-Atlas Segmentation and Spatial Alignment of the Human Embryo in First Trimester 3D Ultrasound.
CoRR, 2022

Automatic Segmentation of the Optic Nerve Head Region in Optical Coherence Tomography: A Methodological Review.
Comput. Methods Programs Biomed., 2022

Towards a 4D Spatio-Temporal Atlas of the Embryonic and Fetal Brain Using a Deep Learning Approach for Groupwise Image Registration.
Proceedings of the Biomedical Image Registration - 10th International Workshop, 2022

Motion correction in retinal optical coherence tomography imaging using deep learning registration.
Proceedings of the Medical Imaging 2022: Image Processing, 2022

2021
DeepDicomSort: An Automatic Sorting Algorithm for Brain Magnetic Resonance Imaging Data.
Neuroinformatics, 2021

Progression along data-driven disease timelines is predictive of Alzheimer's disease in a population-based cohort.
NeuroImage, 2021

Analyzing the effect of <i>APOE</i> on Alzheimer's disease progression using an event-based model for stratified populations.
NeuroImage, 2021

Longitudinal diffusion MRI analysis using Segis-Net: A single-step deep-learning framework for simultaneous segmentation and registration.
NeuroImage, 2021

Recurrent inference machines as inverse problem solvers for MR relaxometry.
Medical Image Anal., 2021

Differences Between MR Brain Region Segmentation Methods: Impact on Single-Subject Analysis.
Frontiers Big Data, 2021

Reproducible radiomics through automated machine learning validated on twelve clinical applications.
CoRR, 2021

A Review of Generative Adversarial Networks in Cancer Imaging: New Applications, New Solutions.
CoRR, 2021

Learning unbiased group-wise registration (LUGR) and joint segmentation: evaluation on longitudinal diffusion MRI.
Proceedings of the Medical Imaging 2021: Image Processing, Online, February 15-19, 2021, 2021

The Effect of Preprocessing on Convolutional Neural Networks for Medical Image Segmentation.
Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

Evaluating Glioma Growth Predictions as a Forward Ranking Problem.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2021

2020
An Efficient Method for Multi-Parameter Mapping in Quantitative MRI Using B-Spline Interpolation.
IEEE Trans. Medical Imaging, 2020

Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease.
CoRR, 2020

Learning unbiased registration and joint segmentation: evaluation on longitudinal diffusion MRI.
CoRR, 2020

WHO 2016 subtyping and automated segmentation of glioma using multi-task deep learning.
CoRR, 2020

Analyzing the effect of APOE on Alzheimer's disease progression using an event-based model for stratified populations.
CoRR, 2020

Towards Segmentation and Spatial Alignment of the Human Embryonic Brain Using Deep Learning for Atlas-Based Registration.
Proceedings of the Biomedical Image Registration - 9th International Workshop, 2020

Deep learning-based retinal vessel segmentation with cross-modal evaluation.
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2020

Atlas-Based Segmentation of the Human Embryo Using Deep Learning with Minimal Supervision.
Proceedings of the Medical Ultrasound, and Preterm, Perinatal and Paediatric Image Analysis, 2020

Automatic quantification of hip osteoarthritis from low-quality x-ray images.
Proceedings of the Medical Imaging 2020: Biomedical Applications in Molecular, 2020

2019
Groupwise Multichannel Image Registration.
IEEE J. Biomed. Health Informatics, 2019

Disease progression timeline estimation for Alzheimer's disease using discriminative event based modeling.
NeuroImage, 2019

Towards continuous learning for glioma segmentation with elastic weight consolidation.
CoRR, 2019

APIR-Net: Autocalibrated Parallel Imaging Reconstruction Using a Neural Network.
Proceedings of the Machine Learning for Medical Image Reconstruction, 2019

TADPOLE Challenge: Accurate Alzheimer's Disease Prediction Through Crowdsourced Forecasting of Future Data.
Proceedings of the Predictive Intelligence in Medicine - Second International Workshop, 2019

A Hybrid Deep Learning Framework for Integrated Segmentation and Registration: Evaluation on Longitudinal White Matter Tract Changes.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Multi-modal Segmentation with Missing MR Sequences Using Pre-trained Fusion Networks.
Proceedings of the Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data, 2019

Classification Of Prostate Cancer: High Grade Versus Low Grade Using A Radiomics Approach.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

The Continuous Registration Challenge: Evaluation-as-a-Service for Medical Image Registration Algorithms.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Event-Based Modeling with High-Dimensional Imaging Biomarkers for Estimating Spatial Progression of Dementia.
Proceedings of the Information Processing in Medical Imaging, 2019

2018
A spatio-temporal reference model of the aging brain.
NeuroImage, 2018

Intrasubject multimodal groupwise registration with the conditional template entropy.
Medical Image Anal., 2018

Disease Progression Timeline Estimation for Alzheimer's Disease using Discriminative Event Based Modeling.
CoRR, 2018

Local Image Registration Uncertainty Estimation Using Polynomial Chaos Expansions.
Proceedings of the Biomedical Image Registration - 8th International Workshop, 2018

Averaged Stochastic Optimization for Medical Image Registration Based on Variance Reduction.
Proceedings of the Biomedical Image Registration - 8th International Workshop, 2018

Classification of malignant and benign liver tumors using a radiomics approach.
Proceedings of the Medical Imaging 2018: Image Processing, 2018

2017
Randomly Perturbed B-Splines for Nonrigid Image Registration.
IEEE Trans. Pattern Anal. Mach. Intell., 2017

Stochastic optimization with randomized smoothing for image registration.
Medical Image Anal., 2017

Registration-by-regression of coronary CTA and X-ray angiography.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2017

Laplacian eigenmaps for multimodal groupwise image registration.
Proceedings of the Medical Imaging 2017: Image Processing, 2017

Active registration models.
Proceedings of the Medical Imaging 2017: Image Processing, 2017

Parameter Sensitivity Analysis in Medical Image Registration Algorithms Using Polynomial Chaos Expansions.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Radiogenomic classification of the 1p/19q status in presumed low-grade gliomas.
Proceedings of the 14th IEEE International Symposium on Biomedical Imaging, 2017

A Discriminative Event Based Model for Alzheimer's Disease Progression Modeling.
Proceedings of the Information Processing in Medical Imaging, 2017

2016
A survey of medical image registration - under review.
Medical Image Anal., 2016

PCA-based groupwise image registration for quantitative MRI.
Medical Image Anal., 2016

Semi-automated registration of pre- and intra-operative liver CT for image-guided interventions.
Proceedings of the Medical Imaging 2016: Image Processing, 2016

Modeling the brain morphology distribution in the general aging population.
Proceedings of the Medical Imaging 2016: Biomedical Applications in Molecular, Structural, and Functional Imaging, San Diego, California, United States, 27 February, 2016

The pythagorean averages as group images in efficient groupwise registration.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

SimpleElastix: A User-Friendly, Multi-lingual Library for Medical Image Registration.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

Total Correlation-Based Groupwise Image Registration for Quantitative MRI.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

The Design of SuperElastix - A Unifying Framework for a Wide Range of Image Registration Methodologies.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

2015
Detecting Statistically Significant Differences in Quantitative MRI Experiments, Applied to Diffusion Tensor Imaging.
IEEE Trans. Medical Imaging, 2015

Lumen Segmentation and Motion Estimation in B-Mode and Contrast-Enhanced Ultrasound Images of the Carotid Artery in Patients With Atherosclerotic Plaque.
IEEE Trans. Medical Imaging, 2015

Feature Selection Based on the SVM Weight Vector for Classification of Dementia.
IEEE J. Biomed. Health Informatics, 2015

XNAT imaging platform for BioMedBridges and CTMM TraIT.
J. Clin. Bioinform., 2015

Diffeomorphic image registration with automatic time-step adjustment.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Groupwise image registration of multimodal head-and-neck images.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

2014
Randomly Perturbed Free-Form Deformation for Nonrigid Image Registration.
Proceedings of the Biomedical Image Registration - 6th International Workshop, 2014

Non-rigid Groupwise Image Registration for Motion Compensation in Quantitative MRI.
Proceedings of the Biomedical Image Registration - 6th International Workshop, 2014

Fast Multidimensional B-spline Interpolation Using Template Metaprogramming.
Proceedings of the Biomedical Image Registration - 6th International Workshop, 2014

Wavelet based free-form deformations for nonrigid registration.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Influence of image registration on ADC images computed from free-breathing diffusion MRIs of the abdomen.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Nonrigid motion compensation in B-mode and contrast enhanced ultrasound image sequences of the carotid artery.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Atherosclerotic carotid lumen segmentation in combined B-mode and contrast enhanced ultrasound images.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Free-Form Deformation Using Lower-Order B-spline for Nonrigid Image Registration.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Feature Selection Based on SVM Significance Maps for Classification of Dementia.
Proceedings of the Machine Learning in Medical Imaging - 5th International Workshop, 2014

2013
Registration of 3D+t Coronary CTA and Monoplane 2D+t X-Ray Angiography.
IEEE Trans. Medical Imaging, 2013

Simultaneous Multiresolution Strategies for Nonrigid Image Registration.
IEEE Trans. Image Process., 2013

Improving alignment in Tract-based spatial statistics: Evaluation and optimization of image registration.
NeuroImage, 2013

Automatic carotid artery distensibility measurements from CTA using nonrigid registration.
Medical Image Anal., 2013

Fast Parallel Image Registration on CPU and GPU for Diagnostic Classification of Alzheimer's Disease.
Frontiers Neuroinformatics, 2013

Bias correction of maximum likelihood estimation in quantitative MRI.
Proceedings of the Medical Imaging 2013: Image Processing, 2013

Carotid Artery Lumen Segmentation in 3D Free-Hand Ultrasound Images Using Surface Graph Cuts.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Groupwise Registration for Correcting Subject Motion and Eddy Current Distortions in Diffusion MRI Using a PCA Based Dissimilarity Metric.
Proceedings of the Computational Diffusion MRI and Brain Connectivity, 2013

Segmentation of 3D Transesophageal Echocardiograms by Multi-cavity Active Shape Model and Gamma Mixture Model.
Proceedings of the Augmented Reality Environments for Medical Imaging and Computer-Assisted Interventions, 2013

Validation of a non-rigid registration method for motion compensation in 4D ultrasound of the liver.
Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

2012
Regression-Based Cardiac Motion Prediction From Single-Phase CTA.
IEEE Trans. Medical Imaging, 2012

Automated Brain Structure Segmentation Based on Atlas Registration and Appearance Models.
IEEE Trans. Medical Imaging, 2012

Automated measurement of local white matter lesion volume.
NeuroImage, 2012

Semiautomatic carotid lumen segmentation for quantification of lumen geometry in multispectral MRI.
Medical Image Anal., 2012

Reversible jump MCMC methods for fully automatic motion analysis in tagged MRI.
Medical Image Anal., 2012

Cardiac motion-corrected iterative cone-beam CT reconstruction using a semi-automatic minimum cost path-based coronary centerline extraction.
Comput. Medical Imaging Graph., 2012

Estimating 3D lumen centerlines of carotid arteries in free-hand acquisition ultrasound.
Int. J. Comput. Assist. Radiol. Surg., 2012

Hierarchical vs. Simultaneous Multiresolution Strategies for Nonrigid Image Registration.
Proceedings of the Biomedical Image Registration - 5th International Workshop, 2012

Registration of Free-Hand Ultrasound and MRI of Carotid Arteries through Combination of Point-Based and Intensity-Based Algorithms.
Proceedings of the Biomedical Image Registration - 5th International Workshop, 2012

Intracranial aneurysm growth quantification in CTA.
Proceedings of the Medical Imaging 2012: Image Processing, 2012

Quantitative imaging biomarkers in neurologic disease: Population study perspective.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

3D-2D image registration by nonlinear regression.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Supervised in-vivo plaque characterization incorporating class label uncertainty.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Comparative Evaluation of Regression Methods for 3D-2D Image Registration.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

2011
Evaluation of Registration Methods on Thoracic CT: The EMPIRE10 Challenge.
IEEE Trans. Medical Imaging, 2011

Semi-automatic construction of reference standards for evaluation of image registration.
Medical Image Anal., 2011

Nonrigid registration of dynamic medical imaging data using nD + t B-splines and a groupwise optimization approach.
Medical Image Anal., 2011

Multispectral MRI centerline tracking in carotid arteries.
Proceedings of the Medical Imaging 2011: Image Processing, 2011

Evaluation of optimization methods for intensity-based 2D-3D registration in x-ray guided interventions.
Proceedings of the Medical Imaging 2011: Image Processing, 2011

Trans-Dimensional MCMC Methods for Fully Automatic Motion Analysis in Tagged MRI.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Alignment of 4D Coronary CTA with Monoplane X-ray Angiography.
Proceedings of the Augmented Environments for Computer-Assisted Interventions, 2011

Preconditioned Stochastic Gradient Descent Optimisation for Monomodal Image Registration.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Plaque characterization in ex vivo MRI evaluated by dense 3D correspondence with histology.
Proceedings of the Medical Imaging 2011: Computer-Aided Diagnosis, 2011

Quantitative comparison of tracking methods for motion analysis in tagged MRI.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011

2010
elastix: A Toolbox for Intensity-Based Medical Image Registration.
IEEE Trans. Medical Imaging, 2010

Adaptive local multi-atlas segmentation: Application to the heart and the caudate nucleus.
Medical Image Anal., 2010

Fully automatic cardiac segmentation from 3D CTA data: a multi-atlas based approach.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

Conditional Shape Models for Cardiac Motion Estimation.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

A patient-specific coronary density estimate.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Early diagnosis of dementia based on intersubject whole-brain dissimilarities.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Automated carotid artery distensibility measurements from CTA using nonrigid registration.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

2009
Registration of Cervical MRI Using Multifeature Mutual Information.
IEEE Trans. Medical Imaging, 2009

Adaptive Stochastic Gradient Descent Optimisation for Image Registration.
Int. J. Comput. Vis., 2009

Patient Specific 4D Coronary Models from ECG-gated CTA Data for Intra-operative Dynamic Alignment of CTA with X-ray Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Iterative Co-linearity Filtering and Parameterization of Fiber Tracts in the Entire Cingulum.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

GPU Accelerated Alignment of 3-D CTA with 2-D X-Ray Data for Improved Guidance in Coronary Interventions.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Cerebellum Segmentation in MRI Using Atlas Registration and Local Multi-Scale Image Descriptors.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

2008
Adaptive local multi-atlas segmentation: application to heart segmentation in chest CT scans.
Proceedings of the Medical Imaging 2008: Image Processing, 2008

Semi-automatic Reference Standard Construction for Quantitative Evaluation of Lung CT Registration.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

2007
Evaluation of Optimization Methods for Nonrigid Medical Image Registration Using Mutual Information and B-Splines.
IEEE Trans. Image Process., 2007

Segmentation of the Prostate in MR Images by Atlas Matching.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

2006
A Comparison of Acceleration Techniques for Nonrigid Medical Image Registration.
Proceedings of the Biomedical Image Registration, Third International Workshop, 2006

Nonrigid registration using a rigidity constraint.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

2005
Nonrigid registration with adaptive content-based filtering of the deformation field.
Proceedings of the Medical Imaging 2005: Image Processing, 2005

Comparison of gradient approximation techniques for optimisation of mutual information in nonrigid registration.
Proceedings of the Medical Imaging 2005: Image Processing, 2005


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