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Stain normalization gives greater generalizability than stain jittering in neural network training for the classification of coeliac disease in duodenal biopsy whole slide images

Around 1% of the population of the UK and North America have a diagnosis of coeliac disease (CD), due to a damaging immune response to the small intestine. Assessing whether a patient has CD relies primarily on the examination of a duodenal biopsy, an unavoidably subjective process with poor inter-o...

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Detalles Bibliográficos
Autores principales: Schreiber, B.A., Denholm, J., Gilbey, J.D., Schönlieb, C.-B., Soilleux, E.J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10416012/
https://www.ncbi.nlm.nih.gov/pubmed/37577172
http://dx.doi.org/10.1016/j.jpi.2023.100324