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Layer-Wise Relevance Propagation for Explaining Deep Neural Network Decisions in MRI-Based Alzheimer's Disease Classification

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 (MRI) data. However, the network decisions are often perceived as being highly non-transparent, making it difficult...

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Detalles Bibliográficos
Autores principales: Böhle, Moritz, Eitel, Fabian, Weygandt, Martin, Ritter, Kerstin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6685087/
https://www.ncbi.nlm.nih.gov/pubmed/31417397
http://dx.doi.org/10.3389/fnagi.2019.00194