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Towards the Interpretability of Deep Learning Models for Human Neuroimaging
View ORCID ProfileSimon M. Hofmann, View ORCID ProfileFrauke Beyer, View ORCID ProfileSebastian Lapuschkin, Markus Loeffler, View ORCID ProfileKlaus-Robert Müller, View ORCID ProfileArno Villringer, View ORCID ProfileWojciech Samek, View ORCID ProfileA. Veronica Witte
doi: https://doi.org/10.1101/2021.06.25.449906
Simon M. Hofmann
1Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, 04103 Leipzig, Germany
2Department of Artificial Intelligence, Fraunhofer Institute Heinrich Hertz, 10587 Berlin, Germany
3Clinic for Cognitive Neurology, University of Leipzig Medical Center, 04103 Leipzig, Germany
Frauke Beyer
1Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, 04103 Leipzig, Germany
3Clinic for Cognitive Neurology, University of Leipzig Medical Center, 04103 Leipzig, Germany
Sebastian Lapuschkin
2Department of Artificial Intelligence, Fraunhofer Institute Heinrich Hertz, 10587 Berlin, Germany
Markus Loeffler
4IMISE, University of Leipzig, 04103 Leipzig, Germany
Klaus-Robert Müller
5Machine Learning Group, Technical University Berlin, 10623 Berlin, Germany
6Department of Artificial Intelligence, Korea University, 02841 Seoul, South Korea
7Brain Team, Google Research, 10117 Berlin, Germany
8Max Planck Institute for Informatics, 66123 Saarbrücken, Germany
9BIFOLD - Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany
Arno Villringer
1Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, 04103 Leipzig, Germany
3Clinic for Cognitive Neurology, University of Leipzig Medical Center, 04103 Leipzig, Germany
10MindBrainBody Institute, Berlin School of Mind and Brain, Humboldt-Universität zu Berlin, 10099 Berlin, Germany
11Center for Stroke Research, Charité – Universitätsmedizin Berlin, 10117 Berlin, Germany
Wojciech Samek
2Department of Artificial Intelligence, Fraunhofer Institute Heinrich Hertz, 10587 Berlin, Germany
9BIFOLD - Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany
A. Veronica Witte
1Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, 04103 Leipzig, Germany
3Clinic for Cognitive Neurology, University of Leipzig Medical Center, 04103 Leipzig, Germany
Posted August 26, 2021.
Towards the Interpretability of Deep Learning Models for Human Neuroimaging
Simon M. Hofmann, Frauke Beyer, Sebastian Lapuschkin, Markus Loeffler, Klaus-Robert Müller, Arno Villringer, Wojciech Samek, A. Veronica Witte
bioRxiv 2021.06.25.449906; doi: https://doi.org/10.1101/2021.06.25.449906
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