Deep learning-based automated detection and multiclass classification of soil-transmitted helminths and Schistosoma mansoni eggs in fecal smear images

Deep learning-based automated detection and multiclass classification of soil-transmitted helminths and Schistosoma mansoni eggs in fecal smear images

Abstract In this work, we developed an automated system for the detection and classification of soil-transmitted helminths (STH) and Schistosoma (S.) mansoni eggs in microscopic images of fecal smears. We assembled an STH and S. mansoni dataset comprising over 3,000 field-of-view (FOV) images contai...

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Bibliographic Details
Main Authors: Prosper Oyibo, Brice Meulah, Tope Agbana, Lisette van Lieshout, Wellington Oyibo, Gleb Vdovin, Jan-Carel Diehl
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Digital microscopy
Deep learning
Object detection
Schistosoma mansoni
Soil-transmitted helminths
Online Access:https://doi.org/10.1038/s41598-025-02755-9
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https://doi.org/10.1038/s41598-025-02755-9

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