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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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Detalles Bibliográficos
Autores principales: Güllmar, Daniel, Jacobsen, Nina, Deistung, Andreas, Timmann, Dagmar, Ropele, Stefan, Reichenbach, Jürgen R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9948839/
https://www.ncbi.nlm.nih.gov/pubmed/35016819
http://dx.doi.org/10.1016/j.zemedi.2021.11.004