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A neural network for glomerulus classification based on histological images of kidney biopsy.

Giacomo Donato CascaranoFrancesco Saverio DebitontoRuggero LemmaAntonio BrunettiDomenico BuongiornoIrio De FeudisAndrea GuerrieroUmberto VenereSilvia MatinoMaria Teresa RocchettiMichele RossiniFrancesco PesceLoreto GesualdoVitoantonio Bevilacqua
Published in: BMC medical informatics and decision making (2021)
Results on the test set confirm that the proposed workflow is consistent and reliable for the investigated domain, and it can support the clinical practice of discriminating the two classes of glomeruli. Analyses on misclassifications show that the involved images are usually affected by staining artefacts or present partial sections due to slice preparation and staining processes. In clinical practice, however, pathologists discard images showing such artefacts.
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