List of works - Matthias Wilms

A 4D Statistical Shape Model for Automated Segmentation of Lungs with Large Tumors ⬇️

scientific article published on 01 January 2012

A multi-center distributed learning approach for Parkinson's disease classification using the traveling model paradigm

scholarly article

An analysis of the effects of limited training data in distributed learning scenarios for brain age prediction

scientific article published in 2022

An exploratory causal analysis of the relationships between the brain age gap and cardiovascular risk factors

scientific article published in 2022

Dementia in Convolutional Neural Networks: Using Deep Learning Models to Simulate Neurodegeneration of the Visual System

scientific article published in 2022

Direct Visuo-Haptic 4D Volume Rendering Using Respiratory Motion Models.

scientific article published on 16 June 2015

Extra tree forests for sub-acute ischemic stroke lesion segmentation in MR sequences

scientific article published on 21 November 2014

Fairness-related performance and explainability effects in deep learning models for brain image analysis

scientific article published in 2022

Fully Automatic Landmarking of Syndromic 3D Facial Surface Scans Using 2D Images

scientific article published on 03 June 2020

High-resolution T2-FLAIR and non-contrast CT brain atlas of the elderly

scientific article published on 17 February 2020

ISLES 2015 - A public evaluation benchmark for ischemic stroke lesion segmentation from multispectral MRI.

scientific article published on 21 July 2016

Invertible Modeling of Bidirectional Relationships in Neuroimaging With Normalizing Flows: Application to Brain Aging

scientific article published in September 2022

Model-Based Sparse-to-Dense Image Registration for Realtime Respiratory Motion Estimation in Image-Guided Interventions

scientific article published on 16 May 2018

Multi-resolution multi-object statistical shape models based on the locality assumption

scientific article

Multimodal biological brain age prediction using magnetic resonance imaging and angiography with the identification of predictive regions

scientific article published on 9 February 2022

Multimodal brain age prediction fusing morphometric and imaging data and association with cardiovascular risk factors

scientific article published on 14 December 2022

Predicting treatment-specific lesion outcomes in acute ischemic stroke from 4D CT perfusion imaging using spatio-temporal convolutional neural networks

scientific article published in 2022

Real-Time Ultrasound Simulation for Training of US-Guided Needle Insertion in Breathing Virtual Patients

scientific article published on January 2016

Semantically Guided Large Deformation Estimation with Deep Networks

scientific article published on 04 March 2020

Statistical shape modeling of the left ventricle: myocardial infarct classification challenge ⬇️

scientific article published on 17 January 2017

Subpopulation-based correspondence modelling for improved respiratory motion estimation in the presence of inter-fraction motion variations.

scientific article published on 3 May 2017

Supervised machine learning tools: a tutorial for clinicians

scientific article published on 09 October 2020

The Impact of Covariates in Voxel-Wise Lesion-Symptom Mapping

scientific article published on 14 August 2020

List of works by Matthias Wilms

A 4D Statistical Shape Model for Automated Segmentation of Lungs with Large Tumors ⬇️

A multi-center distributed learning approach for Parkinson's disease classification using the traveling model paradigm

An analysis of the effects of limited training data in distributed learning scenarios for brain age prediction

An exploratory causal analysis of the relationships between the brain age gap and cardiovascular risk factors

Dementia in Convolutional Neural Networks: Using Deep Learning Models to Simulate Neurodegeneration of the Visual System

Direct Visuo-Haptic 4D Volume Rendering Using Respiratory Motion Models.

Extra tree forests for sub-acute ischemic stroke lesion segmentation in MR sequences

Fairness-related performance and explainability effects in deep learning models for brain image analysis

Fully Automatic Landmarking of Syndromic 3D Facial Surface Scans Using 2D Images

High-resolution T2-FLAIR and non-contrast CT brain atlas of the elderly

ISLES 2015 - A public evaluation benchmark for ischemic stroke lesion segmentation from multispectral MRI.

Invertible Modeling of Bidirectional Relationships in Neuroimaging With Normalizing Flows: Application to Brain Aging

Model-Based Sparse-to-Dense Image Registration for Realtime Respiratory Motion Estimation in Image-Guided Interventions

Multi-resolution multi-object statistical shape models based on the locality assumption

Multimodal biological brain age prediction using magnetic resonance imaging and angiography with the identification of predictive regions

Multimodal brain age prediction fusing morphometric and imaging data and association with cardiovascular risk factors

Predicting treatment-specific lesion outcomes in acute ischemic stroke from 4D CT perfusion imaging using spatio-temporal convolutional neural networks

Real-Time Ultrasound Simulation for Training of US-Guided Needle Insertion in Breathing Virtual Patients

Semantically Guided Large Deformation Estimation with Deep Networks

Statistical shape modeling of the left ventricle: myocardial infarct classification challenge ⬇️

Subpopulation-based correspondence modelling for improved respiratory motion estimation in the presence of inter-fraction motion variations.

Supervised machine learning tools: a tutorial for clinicians

The Impact of Covariates in Voxel-Wise Lesion-Symptom Mapping