Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels

1 code implementation • 28 Mar 2023 • Zifu Wang, Teodora Popordanoska, Jeroen Bertels, Robin Lemmens, Matthew B. Blaschko

As a result, we obtain superior Dice scores and model calibration, which supports the wider adoption of DMLs in practice.

Knowledge Distillation

DeepVoxNet2: Yet another CNN framework

1 code implementation • 17 Nov 2022 • Jeroen Bertels, David Robben, Robin Lemmens, Dirk Vandermeulen

We know that both the CNN mapping function and the sampling scheme are of paramount importance for CNN-based image analysis.

Image Classification Image Segmentation +2

Convolutional neural networks for medical image segmentation

no code implementations • 17 Nov 2022 • Jeroen Bertels, David Robben, Robin Lemmens, Dirk Vandermeulen

In this article, we look into some essential aspects of convolutional neural networks (CNNs) with the focus on medical image segmentation.

Classification Image Segmentation +3

Final infarct prediction in acute ischemic stroke

no code implementations • 9 Nov 2022 • Jeroen Bertels, David Robben, Dirk Vandermeulen, Robin Lemmens

This article focuses on the control center of each human body: the brain.

Prediction of final infarct volume from native CT perfusion and treatment parameters using deep learning

no code implementations • 6 Dec 2018 • David Robben, Anna M. M. Boers, Henk A. Marquering, Lucianne L. C. M. Langezaal, Yvo B. W. E. M. Roos, Robert J. van Oostenbrugge, Wim H. van Zwam, Diederik W. J. Dippel, Charles B. L. M. Majoie, Aad van der Lugt, Robin Lemmens, Paul Suetens

CT Perfusion (CTP) imaging has gained importance in the diagnosis of acute stroke.