Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation

Machine learning-based imaging diagnostics has recently reached or even surpassed the level of clinical experts in several clinical domains. However, classification decisions of a trained machine learning system are typically non-transparent, a major hindrance for clinical integration, error trackin...

Deskribapen osoa

Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:Neuroimage Clin
Egile Nagusiak: Eitel, Fabian, Soehler, Emily, Bellmann-Strobl, Judith, Brandt, Alexander U., Ruprecht, Klemens, Giess, René M., Kuchling, Joseph, Asseyer, Susanna, Weygandt, Martin, Haynes, John-Dylan, Scheel, Michael, Paul, Friedemann, Ritter, Kerstin
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Elsevier 2019
Gaiak:
Regular Article
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC6807560/
https://ncbi.nlm.nih.gov/pubmed/31634822
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.nicl.2019.102003
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