Investigation of biases in convolutional neural networks for semantic segmentation using performance sensitivity analysis

The application of deep neural networks for segmentation in medical imaging has gained substantial interest in recent years. In many cases, this variant of machine learning has been shown to outperform other conventional segmentation approaches. However, little is known about its general applicabili...

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Bibliographic Details
Main Authors: Daniel Güllmar, Nina Jacobsen, Andreas Deistung, Dagmar Timmann, Stefan Ropele, Jürgen R. Reichenbach
Format: Article
Language:English
Published: Elsevier 2022-08-01
Series:Zeitschrift für Medizinische Physik
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S0939388921001094