Bayesian Convolutional Neural Networks in Medical Imaging Classification: A Promising Solution for Deep Learning Limits in Data Scarcity Scenarios

Deep neural networks (DNNs) have already impacted the field of medicine in data analysis, classification, and image processing. Unfortunately, their performance is drastically reduced when datasets are scarce in nature (e.g., rare diseases or early-research data). In such scenarios, DNNs display poo...

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Detalles Bibliográficos
Autores principales: Bargagna, Filippo, De Santi, Lisa Anita, Martini, Nicola, Genovesi, Dario, Favilli, Brunella, Vergaro, Giuseppe, Emdin, Michele, Giorgetti, Assuero, Positano, Vincenzo, Santarelli, Maria Filomena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584795/
https://www.ncbi.nlm.nih.gov/pubmed/37787869
http://dx.doi.org/10.1007/s10278-023-00897-8

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584795/
https://www.ncbi.nlm.nih.gov/pubmed/37787869
http://dx.doi.org/10.1007/s10278-023-00897-8

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