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Deep Learning-Based Total Kidney Volume Segmentation in Autosomal Dominant Polycystic Kidney Disease Using Attention, Cosine Loss, and Sharpness Aware Minimization

Early detection of the autosomal dominant polycystic kidney disease (ADPKD) is crucial as it is one of the most common causes of end-stage renal disease (ESRD) and kidney failure. The total kidney volume (TKV) can be used as a biomarker to quantify disease progression. The TKV calculation requires a...

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Detalles Bibliográficos
Autores principales: Raj, Anish, Tollens, Fabian, Hansen, Laura, Golla, Alena-Kathrin, Schad, Lothar R., Nörenberg, Dominik, Zöllner, Frank G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9139731/
https://www.ncbi.nlm.nih.gov/pubmed/35626314
http://dx.doi.org/10.3390/diagnostics12051159