List of works - Koen Van Leemput

4-D PET-MR with Volumetric Navigators and Compressed Sensing

A Cautionary Analysis of STAPLE Using Direct Inference of Segmentation Truth

A Contrast Augmentation Approach to Improve Multi-Scanner Generalization in MRI

scientific article published on 31 August 2021

A GENERATIVE MODEL FOR MULTI-ATLAS SEGMENTATION ACROSS MODALITIES.

scientific article published on January 2012

A Generative Approach for Image-Based Modeling of Tumor Growth

A Generative Model for Brain Tumor Segmentation in Multi-Modal Images

article

A Generative Model for Probabilistic Label Fusion of Multimodal Data

article

A Generative Probabilistic Model and Discriminative Extensions for Brain Lesion Segmentation--With Application to Tumor and Stroke

scientific article

A Probabilistic, Non-parametric Framework for Inter-modality Label Fusion

scientific article published on 01 January 2013

A Statistical Framework for Partial Volume Segmentation

A computational atlas of the hippocampal formation using ex vivo, ultra-high resolution MRI: Application to adaptive segmentation of in vivo MRI.

scientific article published on 29 April 2015

A dosimetric study on the use of bolus materials for treatment of superficial tumors with BNCT.

scientific article published in November 2004

A generative approach for image-based modeling of tumor growth

scientific article

A generative model for image segmentation based on label fusion

scientific article

A generative model for segmentation of tumor and organs-at-risk for radiation therapy planning of glioblastoma patients

A machine learning method for fast and accurate characterization of depth-of-interaction gamma cameras

scientific article published on 24 April 2017

A modality-adaptive method for segmenting brain tumors and organs-at-risk in radiation therapy planning

scientific article published on 22 March 2019

A patch-based pseudo-CT approach for MRI-only radiotherapy in the pelvis

scientific article

A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology

A unified framework for cross-modality multi-atlas segmentation of brain MRI

scientific article published on 19 August 2013

A unifying framework for partial volume segmentation of brain MR images

scientific article published in January 2003

A voxel-based investigation for MRI-only radiotherapy of the brain using ultra short echo times

scientific article

An Improved Optimization Method for the Relevance Voxel Machine

article published in 2013

An Inference Language for Imaging

An algorithm for optimal fusion of atlases with different labeling protocols

scientific article

Association of intramyocellular, intraperitoneal and liver fat with glucose tolerance in severely obese adolescents

scientific article published on 28 June 2010

Asymmetric Image-Template Registration

Automated segmentation of hippocampal subfields from ultra-high resolution in vivo MRI.

scientific article published on June 2009

Automated segmentation of multiple sclerosis lesions by model outlier detection.

scientific article published in August 2001

Automatic brain tumor segmentation by subject specific modification of atlas priors

scientific article published on December 2003

Bayesian Tomographic Reconstruction Using Riemannian MCMC

Bayesian longitudinal segmentation of hippocampal substructures in brain MRI using subject-specific atlases

scientific article published on 14 July 2016

Bayesian segmentation of brainstem structures in MRI.

scientific article published on 14 March 2015

Brain Tumor Segmentation Using a Generative Model with an RBM Prior on Tumor Shape

article

Cerebral measurements and their correlation with the onset age and the duration of opioid abuse

scientific article published in November 2010

Computed tomography synthesis from magnetic resonance images in the pelvis using multiple random forests and auto-context features

Cone beam computed tomography guided treatment delivery and planning verification for magnetic resonance imaging only radiotherapy of the brain

scientific article published on 22 July 2015

Differential correlation of amyloid binding with hippocampal subfield volume loss in cognitively normal participants

Encoding probabilistic brain atlases using Bayesian inference

scientific article published on 9 December 2008

Fast and sequence-adaptive whole-brain segmentation using parametric Bayesian modeling

scientific article published on 6 September 2016

Improved inference in Bayesian segmentation using Monte Carlo sampling: application to hippocampal subfield volumetry

scientific article

Incorporating Parameter Uncertainty in Bayesian Segmentation Models: Application to Hippocampal Subfield Volumetry ⬇️

scientific article published on 01 January 2012

JNCL patients show marked brain volume alterations on longitudinal MRI in adolescence

scientific article published on 17 July 2008

Joint Segmentation of Image Ensembles via Latent Atlases ⬇️

article

Mild Cognitive Impairment: Differential Atrophy in the Hippocampal Subfields ⬇️

scientific article published on August 11, 2011

Model-Based Segmentation of Hippocampal Subfields in Ultra-High Resolution In Vivo MRI

N3 Bias Field Correction Explained as a Bayesian Modeling Method

article

On Feature Relevance in Image-Based Prediction Models: An Empirical Study

PET/MRI in the Presence of Metal Implants: Completion of the Attenuation Map from PET Emission Data

scientific article published on 26 January 2017

Patch-based generation of a pseudo CT from conventional MRI sequences for MRI-only radiotherapy of the brain

scientific article

Predicting the location of entorhinal cortex from MRI.

scientific article published on 16 April 2009

Predicting the location of human perirhinal cortex, Brodmann's area 35, from MRI.

scientific article

Probabilistic brain atlas encoding using Bayesian inference

scientific article published on 01 January 2006

Quantitative comparison of 21 protocols for labeling hippocampal subfields and parahippocampal subregions in in vivo MRI: towards a harmonized segmentation protocol.

scientific article

Regional Hippocampal Atrophy and Higher Levels of Plasma Amyloid-Beta Are Associated With Subjective Memory Complaints in Nondemented Elderly Subjects

scientific article published on 4 March 2016

Reliability and sensitivity of two whole-brain segmentation approaches included in FreeSurfer - ASEG and SAMSEG

scientific article published on 01 May 2021

Segmentation of image ensembles via latent atlases ⬇️

scientific article published on 4 June 2010

Simultaneous Whole-Brain Segmentation and White Matter Lesion Detection Using Contrast-Adaptive Probabilistic Models

Skull segmentation from MR scans using a higher-order shape model based on convolutional restricted Boltzmann machines

Subjects with intellectual disability and familial need for full-time special education show regional brain alterations: a voxel-based morphometry study

scientific article published in September 2009

Supervised Nonparametric Image Parcellation

Systematic comparison of different techniques to measure hippocampal subfield volumes in ADNI2.

scientific article published on 27 December 2017

Thalami and corona radiata in juvenile NCL (CLN3): a voxel-based morphometric study

scientific article published in April 2007

The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)

scientific article

The Relevance Voxel Machine (RVoxM): A Bayesian Method for Image-Based Prediction

scientific article published on 01 January 2011

The relevance voxel machine (RVoxM): a self-tuning Bayesian model for informative image-based prediction

scientific article published on 19 September 2012

List of works by Koen Van Leemput

4-D PET-MR with Volumetric Navigators and Compressed Sensing

A Cautionary Analysis of STAPLE Using Direct Inference of Segmentation Truth

A Contrast Augmentation Approach to Improve Multi-Scanner Generalization in MRI

A GENERATIVE MODEL FOR MULTI-ATLAS SEGMENTATION ACROSS MODALITIES.

A Generative Approach for Image-Based Modeling of Tumor Growth

A Generative Model for Brain Tumor Segmentation in Multi-Modal Images

A Generative Model for Probabilistic Label Fusion of Multimodal Data

A Generative Probabilistic Model and Discriminative Extensions for Brain Lesion Segmentation--With Application to Tumor and Stroke

A Probabilistic, Non-parametric Framework for Inter-modality Label Fusion

A Statistical Framework for Partial Volume Segmentation

A computational atlas of the hippocampal formation using ex vivo, ultra-high resolution MRI: Application to adaptive segmentation of in vivo MRI.

A dosimetric study on the use of bolus materials for treatment of superficial tumors with BNCT.

A generative approach for image-based modeling of tumor growth

A generative model for image segmentation based on label fusion

A generative model for segmentation of tumor and organs-at-risk for radiation therapy planning of glioblastoma patients

A machine learning method for fast and accurate characterization of depth-of-interaction gamma cameras

A modality-adaptive method for segmenting brain tumors and organs-at-risk in radiation therapy planning

A patch-based pseudo-CT approach for MRI-only radiotherapy in the pelvis

A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology

A unified framework for cross-modality multi-atlas segmentation of brain MRI

A unifying framework for partial volume segmentation of brain MR images

A voxel-based investigation for MRI-only radiotherapy of the brain using ultra short echo times

An Improved Optimization Method for the Relevance Voxel Machine

An Inference Language for Imaging

An algorithm for optimal fusion of atlases with different labeling protocols

Association of intramyocellular, intraperitoneal and liver fat with glucose tolerance in severely obese adolescents

Asymmetric Image-Template Registration

Automated segmentation of hippocampal subfields from ultra-high resolution in vivo MRI.

Automated segmentation of multiple sclerosis lesions by model outlier detection.

Automatic brain tumor segmentation by subject specific modification of atlas priors

Bayesian Tomographic Reconstruction Using Riemannian MCMC

Bayesian longitudinal segmentation of hippocampal substructures in brain MRI using subject-specific atlases

Bayesian segmentation of brainstem structures in MRI.

Brain Tumor Segmentation Using a Generative Model with an RBM Prior on Tumor Shape

Cerebral measurements and their correlation with the onset age and the duration of opioid abuse

Computed tomography synthesis from magnetic resonance images in the pelvis using multiple random forests and auto-context features

Cone beam computed tomography guided treatment delivery and planning verification for magnetic resonance imaging only radiotherapy of the brain

Differential correlation of amyloid binding with hippocampal subfield volume loss in cognitively normal participants

Encoding probabilistic brain atlases using Bayesian inference

Fast and sequence-adaptive whole-brain segmentation using parametric Bayesian modeling

Improved inference in Bayesian segmentation using Monte Carlo sampling: application to hippocampal subfield volumetry

Incorporating Parameter Uncertainty in Bayesian Segmentation Models: Application to Hippocampal Subfield Volumetry ⬇️

JNCL patients show marked brain volume alterations on longitudinal MRI in adolescence

Joint Segmentation of Image Ensembles via Latent Atlases ⬇️

Mild Cognitive Impairment: Differential Atrophy in the Hippocampal Subfields ⬇️

Model-Based Segmentation of Hippocampal Subfields in Ultra-High Resolution In Vivo MRI

N3 Bias Field Correction Explained as a Bayesian Modeling Method

On Feature Relevance in Image-Based Prediction Models: An Empirical Study

PET/MRI in the Presence of Metal Implants: Completion of the Attenuation Map from PET Emission Data

Patch-based generation of a pseudo CT from conventional MRI sequences for MRI-only radiotherapy of the brain

Predicting the location of entorhinal cortex from MRI.

Predicting the location of human perirhinal cortex, Brodmann's area 35, from MRI.

Probabilistic brain atlas encoding using Bayesian inference

Quantitative comparison of 21 protocols for labeling hippocampal subfields and parahippocampal subregions in in vivo MRI: towards a harmonized segmentation protocol.

Regional Hippocampal Atrophy and Higher Levels of Plasma Amyloid-Beta Are Associated With Subjective Memory Complaints in Nondemented Elderly Subjects

Reliability and sensitivity of two whole-brain segmentation approaches included in FreeSurfer - ASEG and SAMSEG

Segmentation of image ensembles via latent atlases ⬇️

Simultaneous Whole-Brain Segmentation and White Matter Lesion Detection Using Contrast-Adaptive Probabilistic Models

Skull segmentation from MR scans using a higher-order shape model based on convolutional restricted Boltzmann machines

Subjects with intellectual disability and familial need for full-time special education show regional brain alterations: a voxel-based morphometry study

Supervised Nonparametric Image Parcellation

Systematic comparison of different techniques to measure hippocampal subfield volumes in ADNI2.

Thalami and corona radiata in juvenile NCL (CLN3): a voxel-based morphometric study

The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)

The Relevance Voxel Machine (RVoxM): A Bayesian Method for Image-Based Prediction

The relevance voxel machine (RVoxM): a self-tuning Bayesian model for informative image-based prediction

Validation of Nonlinear Spatial Filtering to Improve Tissue Segmentation of MR Brain Images