Implementation of delineation error detection systems in time-critical radiotherapy: Do AI-supported optimization and human preferences meet?

Nicolas F. Chaves-de-Plaza, Prerak Mody, Klaus Hildebrandt, Marius Staring, Eleftheria Astreinidou, Mischa de Ridder, Huib de Ridder, Anna Vilanova, René van Egmond

Cognition, Technology & Work

[doi][code]

Improving uncertainty-error correspondence in deep bayesian medical image segmentation

Prerak Mody, Nicolas F. Chaves-de-Plaza, Chinmay Rao, Eleftheria Astrenidou, Mischa de Ridder, Nienke Hoekstra, Klaus Hildebrandt, Marius Staring

Journal of Machine Learning for Biomedical Imaging

[doi]

Depth for multi-modal contour ensembles

Nicolas F. Chaves-de-Plaza, Mathijs Molenaar, Prerak Mody, Marius Staring, René van Egmond, Elmar Eisemann, Anna Vilanova, Klaus Hildebrandt

Computer Graphics Forum

[preprint][doi][code]

Large-scale dose evaluation of deep learning organ contours in head-and-neck radiotherapy by leveraging existing plans

Prerak Mody, Merle Huiskes, Nicolas F. Chaves-de-Plaza, Alice Onderwater, Rense Lamsma, Klaus Hildebrandt, Nienke Hoekstra, Eleftheria Astreinidou, Marius Staring, Frank Dankers

Physics and Imaging in Radiation Oncology

[preprint][doi]

Accelerating hyperbolic t-SNE

Martin Skrodzki, Hunter van Geffen, Nicolas F. Chaves-de-Plaza, Thomas Hollt, Elmar Eisemann, Klaus Hildebrandt

IEEE Transactions on Visualization and Computer Graphics

[preprint][doi][code]

Inclusion depth for contour ensembles

Nicolas F. Chaves-de-Plaza, Prerak Mody, Marius Staring, René van Egmond, Anna Vilanova, Klaus Hildebrandt

IEEE Transactions on Visualization and Computer Graphics

[preprint][doi][code]

2022

Improving error detection in deep learning-based radiotherapy autocontouring using Bayesian uncertainty

Prerak Mody, Nicolas F. Chaves-de-Plaza, Klaus Hildebrandt, Marius Staring

International Workshop on Uncertainty for Safe Utilization of Machine Learning in Medical Imaging

[preprint][doi]

Comparing Bayesian models for organ contouring in head and neck radiotherapy

Prerak Mody, Nicolas F. Chaves-de-Plaza, Klaus Hildebrandt, René van Egmond, Huib de Ridder, Marius Staring

Medical Imaging 2022: Image Processing

[preprint][doi]

Towards fast human-centred contouring workflows for adaptive external beam radiotherapy

Nicolas F Chaves-de-Plaza, Prerak Mody, Klaus Hildebrandt, Marius Staring, Eleftheria Astreinidou, Mischa de Ridder, Huib de Ridder, René van Egmond

Proceedings of the Human Factors and Ergonomics Society Europe Chapter 2022 Annual Conference

[proceedings]

2020