314 citations
4 papers
Layer-Wise Relevance Propagation for Explaining Deep Neural Network Decisions in MRI-Based Alzheimer's Disease Classification
Moritz Böhle, Fabian Eitel, Martin Weygandt +1
Deep neural networks have led to state-of-the-art results in many medical imaging tasks including Alzheimer's disease (AD) detection based on structural magnetic resonance imaging…
Visualizing Convolutional Networks for MRI-based Diagnosis of Alzheimer's Disease
Johannes Rieke, Fabian Eitel, Martin Weygandt +2
Visualizing and interpreting convolutional neural networks (CNNs) is an important task to increase trust in automatic medical decision making systems. In this study, we train a 3D…
Valid population inference for information-based imaging: From the second-level -test to prevalence inference
Carsten Allefeld, Kai Görgen, John-Dylan Haynes
In multivariate pattern analysis of neuroimaging data, 'second-level' inference is often performed by entering classification accuracies into a -test vs chance level across subj…
Translation correlations in anisotropically scattering media
Benjamin Judkewitz, Roarke Horstmeyer, Ivo M. Vellekoop +2
Controlling light propagation across scattering media by wavefront shaping holds great promise for a wide range of communications and imaging applications. However, finding the rig…