Explainable concept mappings of MRI: Revealing the mechanisms underlying deep learning-based brain disease classification

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作者
Tinauer, Christian [1 ]
Damulina, Anna [1 ]
Sackl, Maximilian [1 ]
Soellradl, Martin [2 ]
Achtibat, Reduan [3 ]
Dreyer, Maximilian [1 ]
Pahde, Frederik [3 ]
Lapuschkin, Sebastian [3 ]
Schmidt, Reinhold [1 ]
Ropele, Stefan [1 ]
Samek, Wojciech [3 ,4 ,5 ]
Langkammer, Christian [1 ]
机构
[1] Department of Neurology, Medical University of Graz, Graz,8036, Austria
[2] Department of Radiology and Radiological Sciences, Monash University, Victoria,3800, Australia
[3] Fraunhofer Heinrich Hertz Institute, Berlin,10587, Germany
[4] Technische Universität Berlin, Berlin,10623, Germany
[5] BIFOLD, Berlin Institute for the Foundations of Learning and Data, Berlin,10587, Germany
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Compilation and indexing terms; Copyright 2025 Elsevier Inc;
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摘要
Backpropagation - Brain - Computer aided diagnosis - Convolutional neural networks - Image segmentation
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