The Utility of Applying Various Image Preprocessing Strategies to Reduce the Ambiguity in Deep Learning-based Clinical Image Diagnosis

PURPOSE: A general problem of machine-learning algorithms based on the convolutional neural network (CNN) technique is that the reason for the output judgement is unclear. The purpose of this study was to introduce a strategy that may facilitate better understanding of how and why a specific judgeme...

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Publicado en:Magn Reson Med Sci
Autores principales: Tachibana, Yasuhiko, Obata, Takayuki, Kershaw, Jeff, Sakaki, Hironao, Urushihata, Takuya, Omatsu, Tokuhiko, Kishimoto, Riwa, Higashi, Tatsuya
Formato: Artigo
Lenguaje:Inglês
Publicado: Japanese Society for Magnetic Resonance in Medicine 2019
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Major Paper
Acceso en línea:https://ncbi.nlm.nih.gov/pmc/articles/PMC7232029/
https://ncbi.nlm.nih.gov/pubmed/31080211
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2463/mrms.mp.2019-0021
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