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Automated Eight-Stage Classification of <i>Drosophila melanogaster</i> Using Transfer-Learning CNNs with Mobile Live-Inference Deployment

2025-09-21

Abstract excerpt

<h4>ABSTRACT</h4> Drosophila melanogaster is a foundational model organism whose rapid development and genetic tractability underpin research in genetics, development, and disease. Manual staging of its embryonic, larval, and pupal phases is slow and error-prone. An automated eight-class classifier is introduced to distinguish egg, first-, second-, and third-instar larvae, as well as white, brown, eye, and black...

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Literature Corpus work
3d890447-b620-5e3d-844d-0afdc2758a60
DOI
10.1101/2025.09.19.677285
Open publication

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