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Noise-robustness test for ultrasound breast nodule neural network models as medical devices

BACKGROUND: Deep learning technology has been widely applied to medical image analysis. But due to the limitations of its own imaging principle, ultrasound image has the disadvantages of low resolution and high Speckle Noise density, which not only hinder the diagnosis of patients’ conditions but al...

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Detalles Bibliográficos
Autores principales: Jiang, Jiaxin, Jiang, Xiaoya, Xu, Lei, Zhang, Yan, Zheng, Yuwen, Kong, Dexing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10325648/
https://www.ncbi.nlm.nih.gov/pubmed/37427110
http://dx.doi.org/10.3389/fonc.2023.1177225