Frederik Maes
Orcid: 0000-0003-0027-1479Affiliations:
- University Hospitals Leuven, Medical Imaging Research Center
- KU Leuven, Department of Electrical Engineering
According to our database1,
Frederik Maes
authored at least 137 papers
between 1995 and 2023.
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Bibliography
2023
Factorizer: A scalable interpretable approach to context modeling for medical image segmentation.
Medical Image Anal., 2023
Proceedings of the Kidney and Kidney Tumor Segmentation - MICCAI 2023 Challenge, 2023
Deep Learning Approaches for Automated Classification of Muscular Dystrophies from MRI.
Proceedings of 2023 International Conference on Medical Imaging and Computer-Aided Diagnosis, 2023
2022
Cross-Modal Distillation to Improve MRI-Based Brain Tumor Segmentation With Missing MRI Sequences.
IEEE Trans. Biomed. Eng., 2022
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI.
Medical Image Anal., 2022
Corrigendum: Artificial Intelligence Based Patient-Specific Preoperative Planning Algorithm for Total Knee Arthroplasty.
Frontiers Robotics AI, 2022
Artificial Intelligence Based Patient-Specific Preoperative Planning Algorithm for Total Knee Arthroplasty.
Frontiers Robotics AI, 2022
Classification of multiple sclerosis clinical profiles using machine learning and grey matter connectome.
Frontiers Robotics AI, 2022
CoRR, 2022
The Dice Loss in the Context of Missing or Empty Labels: Introducing $\varPhi $ and ε.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022
A Kernel Based Multilinear SVD Approach for Multiple Sclerosis Profiles Classification.
Proceedings of the 30th European Symposium on Artificial Neural Networks, 2022
2021
Proceedings of the Medical Imaging 2021: Image Processing, Online, February 15-19, 2021, 2021
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021
Learning from Mistakes: An Error-Driven Mechanism to Improve Segmentation Performance Based on Expert Feedback.
Proceedings of the Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, 2021
Proceedings of the Computer-Aided Analysis of Gastrointestinal Videos, 2021
2020
Optimization for Medical Image Segmentation: Theory and Practice When Evaluating With Dice Score or Jaccard Index.
IEEE Trans. Medical Imaging, 2020
Explainable-by-design Semi-Supervised Representation Learning for COVID-19 Diagnosis from CT Imaging.
CoRR, 2020
Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients.
CoRR, 2020
Segmentation of head-and-neck organs-at-risk in longitudinal CT scans combining deformable registrations and convolutional neural networks.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2020
Shape Constrained CNN for Cardiac MR Segmentation with Simultaneous Prediction of Shape and Pose Parameters.
Proceedings of the Statistical Atlases and Computational Models of the Heart. M&Ms and EMIDEC Challenges, 2020
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2020
2019
Robust motion correction for cardiac T1 and ECV mapping using a T1 relaxation model approach.
Medical Image Anal., 2019
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice.
CoRR, 2019
Feasibility of CT-Only 3D Dose Prediction for VMAT Prostate Plans Using Deep Learning.
Proceedings of the Artificial Intelligence in Radiation Therapy, 2019
Left Ventricular Parameter Regression from Deep Feature Maps of a Jointly Trained Segmentation CNN.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges, 2019
Proceedings of the Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges, 2019
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory and Practice.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019
2018
Clinical Implementation of DeepVoxNet for Auto-Delineation of Organs at Risk in Head and Neck Cancer Patients in Radiotherapy.
Proceedings of the OR 2.0 Context-Aware Operating Theaters, Computer Assisted Robotic Endoscopy, Clinical Image-Based Procedures, - and - Skin Image Analysis, 2018
Segmentation of Head and Neck Organs-At-Risk in Longitudinal CT Scans Combining Deformable Registrations and Convolutional Neural Networks.
Proceedings of the Deep Learning in Medical Image Analysis - and - Multimodal Learning for Clinical Decision Support, 2018
2017
Multiparametric Non-Negative Matrix Factorization for Longitudinal Variations Detection in White-Matter Fiber Bundles.
IEEE J. Biomed. Health Informatics, 2017
Convexity-constrained and nonnegativity-constrained spherical factorization in diffusion-weighted imaging.
NeuroImage, 2017
Semi-automated brain tumor segmentation on multi-parametric MRI using regularized non-negative matrix factorization.
BMC Medical Imaging, 2017
Proceedings of the Functional Imaging and Modelling of the Heart, 2017
Comparison of manual and semi-manual delineations for classifying glioblastoma multiforme patients based on histogram and texture MRI features.
Proceedings of the 25th European Symposium on Artificial Neural Networks, 2017
2016
Medical Image Anal., 2016
A Semi-Automated Segmentation Framework for MRI Based Brain Tumor Segmentation Using Regularized Nonnegative Matrix Factorization.
Proceedings of the 12th International Conference on Signal-Image Technology & Internet-Based Systems, 2016
Proceedings of the Medical Computer Vision and Bayesian and Graphical Models for Biomedical Imaging, 2016
Validation of an Improved Patient-Specific Mold Design for Registration of In-vivo MRI and Histology of the Prostate.
Proceedings of the Clinical Image-Based Procedures. Translational Research in Medical Imaging, 2016
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016
Proceedings of the Image Analysis and Recognition - 13th International Conference, 2016
Initializing nonnegative matrix factorization using the successive projection algorithm for multi-parametric medical image segmentation.
Proceedings of the 24th European Symposium on Artificial Neural Networks, 2016
2015
Global tractography of multi-shell diffusion-weighted imaging data using a multi-tissue model.
NeuroImage, 2015
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015
A Voxel-Wise, Cascaded Classification Approach to Ischemic Stroke Lesion Segmentation.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2015
ISLES Challenge 2015: Automated Model-Based Segmentation of Ischemic Stroke in MR Images.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2015
Convex Non-negative Spherical Factorization of Multi-Shell Diffusion-Weighted Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015
2014
Unsupervised Segmentation, Clustering, and Groupwise Registration of Heterogeneous Populations of Brain MR Images.
IEEE Trans. Medical Imaging, 2014
Multimodal imaging of subventricular zone neural stem/progenitor cells in the cuprizone mouse model reveals increased neurogenic potential for the olfactory bulb pathway, but no contribution to remyelination of the corpus callosum.
NeuroImage, 2014
Track Orientation Density Imaging (TODI) and Track Orientation Distribution (TOD) based tractography.
NeuroImage, 2014
Registration-based filtering: An acceptable tool for noise reduction in left ventricular dynamic rotational angiography images?
Proceedings of the Medical Imaging 2014: Image-Guided Procedures, 2014
2013
Elastic Image Registration Versus Speckle Tracking for 2-D Myocardial Motion Estimation: A Direct Comparison In Vivo.
IEEE Trans. Medical Imaging, 2013
Anatomical Labeling of the Circle of Willis Using Maximum A Posteriori Graph Matching.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013
Groupwise Deformable Registration of Fiber Track Sets Using Track Orientation Distributions.
Proceedings of the Computational Diffusion MRI and Brain Connectivity, 2013
Influence of the Grid Topology of Free-Form Deformation Models on the Performance of 3D Strain Estimation in Echocardiography.
Proceedings of the Functional Imaging and Modeling of the Heart, 2013
2012
Quantitative evaluation of MRI-based tracking of ferritin-labeled endogenous neural stem cell progeny in rodent brain.
NeuroImage, 2012
Proceedings of the Clinical Image-Based Procedures. From Planning to Intervention, 2012
Three-Dimensional Cardiac Motion Estimation Based on Non-rigid Image Registration Using a Novel Transformation Model Adapted to the Heart.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Imaging and Modelling Challenges, 2012
Motion and deformation estimation of cardiac ultrasound sequences using an anatomical B-spline transformation model.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012
2011
Probabilistic framework for subject-specific and population-based analysis of longitudinal changes and disease progression in brain MR images.
Proceedings of the Medical Imaging 2011: Image Processing, 2011
A 3D+Time Spatio-temporal Model for Joint Segmentation and Registration of Sparse Cardiac Cine MR Image Stacks.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Imaging and Modelling Challenges, 2011
Feasibility and Advantages of Diffusion Weighted Imaging Atlas Construction in Q-Space.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011
Impact of RF inhomogeneity correction on image registration of micro MRI rodent brain images.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011
2010
IEEE Trans. Medical Imaging, 2010
IEEE Trans. Medical Imaging, 2010
Semisupervised Probabilistic Clustering of Brain MR Images Including Prior Clinical Information.
Proceedings of the Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging, 2010
SPARC: unified framework for automatic segmentation, probabilistic atlas construction, registration and clustering of brain MR images.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010
Voxel based nonrigid image registration using local and partial volume similarity measures.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010
2009
Validation of nonrigid registration for multi-tracer PET-CT treatment planning in rectal cancer radiotherapy.
Proceedings of the Medical Imaging 2009: Image Processing, 2009
The Minimal Entropy Prior for Simultaneous Reconstruction and Segmentation of in Vivo Microct Trabecular Bone Images.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009
2008
Three-Dimensional Cardiac Strain Estimation Using Spatio-Temporal Elastic Registration of Ultrasound Images: A Feasibility Study.
IEEE Trans. Medical Imaging, 2008
On the construction of an inter-subject diffusion tensor magnetic resonance atlas of the healthy human brain.
NeuroImage, 2008
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008
Adaptive Boundary Conditions for Physically Based Follow-Up Breast MR Image Registration.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008
A statistical framework for the registration of 3D knee implant components to single-plane X-ray images.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2008
2007
IEEE Trans. Medical Imaging, 2007
Linear normalization of MR brain images in pediatric patients with periventricular leukomalacia.
NeuroImage, 2007
Predicting soft tissue deformations for a maxillofacial surgery planning system: From computational strategies to a complete clinical validation.
Medical Image Anal., 2007
Proceedings of the Medical Imaging 2007: Image Processing, 2007
Evaluation of a Novel Calibration Technique for Optically Tracked Oblique Laparoscopes.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2007, 10th International Conference, Brisbane, Australia, October 29, 2007
Proceedings of the Information Processing in Medical Imaging, 2007
2006
An information theoretic approach for non-rigid image registration using voxel class probabilities.
Medical Image Anal., 2006
Nonrigid Registration of Multitemporal CT and MR Images for Radiotherapy Treatment Planning.
Proceedings of the Biomedical Image Registration, Third International Workshop, 2006
Comparison Between Parzen Window Interpolation and Generalised Partial Volume Estimation for Nonrigid Image Registration Using Mutual Information.
Proceedings of the Biomedical Image Registration, Third International Workshop, 2006
Proceedings of the Biomedical Image Registration, Third International Workshop, 2006
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Large-scale validation of non-rigid registration algorithms for atlas-based brain image segmentation.
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Proceedings of the Medical Imaging 2006: Image Processing, 2006
Pre-operative simulation and post-operative validation of soft-tissue deformations for breast implantation planning.
Proceedings of the Medical Imaging 2006: Visualization, 2006
3D soft tissue predictions with a tetrahedral mass tensor model for a maxillofacial planning system: a quantitative validation study.
Proceedings of the Medical Imaging 2006: Visualization, 2006
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2006
Image Based Musculoskeletal Modeling Allows Personalized Biomechanical Analysis of Gait.
Proceedings of the Biomedical Simulation, Third International Symposium, 2006
Proceedings of the Biomedical Simulation, Third International Symposium, 2006
Parameter Optimisation of a Linear Tetrahedral Mass Tensor Model for a Maxillofacial Soft Tissue Simulator.
Proceedings of the Biomedical Simulation, Third International Symposium, 2006
2005
An augmented reality system for patient-specific guidance of cardiac catheter ablation procedures.
IEEE Trans. Medical Imaging, 2005
Feature-based statistical analysis of structural MR data for automatic detection of focal cortical dysplastic lesions.
NeuroImage, 2005
Automatic analysis of cerebral asymmetry: an exploratory study of the relationship between brain torque and planum temporale asymmetry.
NeuroImage, 2005
Catheter based calibration for augmented reality guidance of cardiac thermo-ablation procedures.
Proceedings of the Medical Imaging 2005: Visualization, 2005
Plaque and Stent Artifact Reduction in Subtraction CT Angiography Using Nonrigid Registration and a Volume Penalty.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2005
Construction and Validation of Mean Shape Atlas Templates for Atlas-Based Brain Image Segmentation.
Proceedings of the Information Processing in Medical Imaging, 2005
2004
Effects of Anatomical Asymmetry in Spatial Priors on Model-Based Segmentation of the Brain MRI: A Validation Study.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004
Construction of a Brain Template from MR Images Using State-of-the-Art Registration and Segmentation Techniques.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004
Nonrigid Image Registration Using Free-Form Deformations with a Local Rigidity Constraint.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004
Non-rigid Atlas-to-Image Registration by Minimization of Class-Conditional Image Entropy.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2004, 2004
Feature Based Statistical Analysis of Structural MR Data for Automatic Detection of Focal Cortical Dysplastic (FCD) Lesions.
Proceedings of the 2004 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2004
2003
IEEE Trans. Medical Imaging, 2003
IEEE Trans. Medical Imaging, 2003
A viscous fluid model for multimodal non-rigid image registration using mutual information.
Medical Image Anal., 2003
Proceedings of the Biomedical Image Registration, Second International Workshop, 2003
Visualizing electrocardiographic information on a patient specific model of the heart.
Proceedings of the Medical Imaging 2003: Visualization, 2003
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2003
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2003
An Augmented Reality Approach Using Pre-operative Patient Specific Images to Guide Thermo-Ablation Procedures.
Proceedings of the Surgery Simulation and Soft Tissue Modeling, International Symposium, 2003
Proceedings of the Information Processing in Medical Imaging, 2003
2002
Medical Image Anal., 2002
Evaluation of image features and search strategies for segmentation of bone structures in radiographs using Active Shape Models.
Medical Image Anal., 2002
2001
IEEE Trans. Medical Imaging, 2001
Validation of Nonlinear Spatial Filtering to Improve Tissue Segmentation of MR Brain Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2001
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2001
2000
Emerging Possibilities of Image Processing and how this will influence Radiological-Clinical Cooperation.
Proceedings of the From PACS to Internet/Intranet, 2000
1999
IEEE Trans. Medical Imaging, 1999
IEEE Trans. Medical Imaging, 1999
Automatic 3D Segmentation of Internal Structures on the Head in MR Images Using a Combination of Similarity and Free Form Transormations: Part I, Metholody and Validation on Normal Subjects.
IEEE Trans. Medical Imaging, 1999
Comparative evaluation of multiresolution optimization strategies for multimodality image registration by maximization of mutual information.
Medical Image Anal., 1999
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 1999
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 1999
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 1999
1998
IEEE Trans. Inf. Technol. Biomed., 1998
Automatic 3D segmentation of internal structures of the head in MR images using a combination of similarity and free-form transformations.
Proceedings of the Medical Imaging 1998: Image Processing, 1998
Automatic Segmentation of Brain Tissues and MR Bias Field Correction Using a Cigital Brain Atlas.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 1998
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 1998
1997
IEEE Trans. Medical Imaging, 1997
1996
Comparison and evaluation of retrospective intermodality image registration techniques.
Proceedings of the Medical Imaging 1996: Image Processing, 1996
1995
Computer-Aided Interactive Object Delineation Using an Intelligent Paintbrush Technique.
Proceedings of the Computer Vision, 1995