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Multiple-instance-learning-based detection of coeliac disease in histological whole-slide images

We present a multiple-instance-learning-based scheme for detecting coeliac disease, an autoimmune disorder affecting the intestine, in histological whole-slide images (WSIs) of duodenal biopsies. We train our model to detect 2 distinct classes, normal tissue and coeliac disease, on the patch-level,...

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Detalles Bibliográficos
Autores principales: Denholm, J., Schreiber, B.A., Evans, S.C., Crook, O.M., Sharma, A., Watson, J.L., Bancroft, H., Langman, G., Gilbey, J.D., Schönlieb, C.-B., Arends, M.J., Soilleux, E.J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9808019/
https://www.ncbi.nlm.nih.gov/pubmed/36605111
http://dx.doi.org/10.1016/j.jpi.2022.100151