Výsledky vyhledávání - "Moritz Böhle"

Akademický článek

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

Autor: Moritz Böhle, Fabian Eitel, Martin Weygandt, Kerstin Ritter

Publikováno v: Frontiers in Aging Neuroscience, Vol 11 (2019)

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 bein

Externí odkaz: https://doaj.org/article/0c3511d31830410fb77f7652c400b844

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Optimising for Interpretability: Convolutional Dynamic Alignment Networks

Autor: Moritz Böhle, Mario Fritz, Bernt Schiele

We introduce a new family of neural network models called Convolutional Dynamic Alignment Networks (CoDA Nets), which are performant classifiers with a high degree of inherent interpretability. Their core building blocks are Dynamic Alignment Units (

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::3e43f94cb7e326ddcec471e011678871

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Convolutional Dynamic Alignment Networks for Interpretable Classifications

Autor: Bernt Schiele, Mario Fritz, Moritz Böhle

Publikováno v: IEEE/CVF Conference on Computer Vision and Pattern Recognition
CVPR

We introduce a new family of neural network models called Convolutional Dynamic Alignment Networks (CoDA-Nets), which are performant classifiers with a high degree of inherent interpretability. Their core building blocks are Dynamic Alignment Units (

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::aa400d76a704677769210d8a0c30710a
https://hdl.handle.net/21.11116/0000-0009-7BC2-221.11116/0000-0008-1863-E

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