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Influence of contrast and texture based image modifications on the performance and attention shift of U-Net models for brain tissue segmentation

Contrast and texture modifications applied during training or test-time have recently shown promising results to enhance the generalization performance of deep learning segmentation methods in medical image analysis. However, a deeper understanding of this phenomenon has not been investigated. In th...

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Detalles Bibliográficos
Autores principales: You, Suhang, Reyes, Mauricio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406260/
https://www.ncbi.nlm.nih.gov/pubmed/37555149
http://dx.doi.org/10.3389/fnimg.2022.1012639