Use of epistemic uncertainty in RT workflow

deep learning • xAI

Knowledge distillation for improved pectoral muscle segmentation

deep learning • segmentation

Learning CE patterns to improve lesion segmentation

deep learning • segmentation

xAI for positioning in x-ray images

xAI • deep learning • classification

Sematic context prediction from CE studies

deep learning • registration

Cascaded multi-task networks for end-to-end image analysis

xAI • deep learning • segmentation • classification

Curve coordinate regression for pectoral muscle segmentation

deep learning • segmentation

Inter-reader variability aware classification of breast density

(ESR login required)

deep learning • classification

Evaluation of deep neural network based segmentation for radiation therapy planning

deep learning • segmentation

Breast lesion localization for automated reporting of mammography exams

machine learning • classification

Personalised Cardiac Models for Longitudinal Analysis of paediatric cardiomyopathy

segmentation • longitudinal analysis

Deep learning for deformable image registration using shape matching

deep learning • registration

Personalised anatomical and structural heart modelling for cardiomyopathy analysis

segmentation

Mixed-Effects Shape Models for Estimating Longitudinal Changes in Anatomy

shape regression • longitudinal analysis

Linear shape regression with planar constraints for open surfaces

shape regression • longitudinal analysis

Isometry invariant models for complex shapes using geodesic distances to landmarks

shape modeling • feature entropy

Intra- and inter-shape features for correspondence on nonregular shapes

shape modeling • curvature entropy

Statistical shape modeling of cam femoroacetabular impingement

shape modeling • clinical application

Shape analysis for short bone phenotype associated with multiple osteochondromas

shape modeling • clinical application

Pathology image segmentation using hierarchical self-organizing maps

machine learning • segmentation

PET/CT quantification for automated reading in oncology

registration • longitudinal analysis

Deformable registration with spatially varying degrees of freedom constraints

registration

Anatomically Guided Registration and volume stitching for Multimodal Images

registration • longitudinal analysis

Multimodal image registration assessment by Correlating function with anatomy

registration

supervised self-organizing maps for Automatic image orientation detection

machine learning • classification

Natural image segmentation using hierarchical self-organizing maps

machine learning • segmentation