Explaining a deep learning based breast ultrasound image classifier with saliency maps

Deep neural networks have achieved good performance in breast mass classification in ultrasound imaging. However, their usage in clinical practice is still limited due to the lack of explainability of decisions conducted by the networks. In this study, to address the explainability problem, we gener...

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Bibliographic Details
Main Authors: Byra Michał, Dobruch-Sobczak Katarzyna, Piotrzkowska-Wroblewska Hanna, Klimonda Ziemowit, Litniewski Jerzy
Format: Article
Language:English
Published: Sciendo 2022-04-01
Series:Journal of Ultrasonography
Subjects:
Online Access:https://doi.org/10.15557/JoU.2022.0013