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Explainable Concept Map**s of MRI: Revealing the Mechanisms Underlying Deep Learning-Based Brain Disease Classification

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  1. Article

    Open Access

    Evaluation of a self-administered iPad®-based processing speed assessment for people with multiple sclerosis in a clinical routine setting

    Limited resources often hinder regular cognitive assessment of people with multiple sclerosis (pwMS) in standard clinical care. A self-administered iPad®-based cognitive screening-tool (Processing Speed Test; ...

    Stefanie Hechenberger, Birgit Helmlinger, Christian Tinauer… in Journal of Neurology (2024)

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  2. Article

    Open Access

    Interpretable brain disease classification and relevance-guided deep learning

    Deep neural networks are increasingly used for neurological disease classification by MRI, but the networks’ decisions are not easily interpretable by humans. Heat map** by deep Taylor decomposition revealed...

    Christian Tinauer, Stefan Heber, Lukas Pirpamer, Anna Damulina… in Scientific Reports (2022)

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