A low-cost "plant-scanner" platform for automated detection of Ustilago maydis infection in maize using deep learning

Abstract Ustilago maydis is a biotrophic fungus that causes smut disease in maize, leading to tumor formation on aerial parts of the plant. While U. maydis has been a model for plant-fungal interaction studies, no tool has existed to automatically quantify infection symptoms under laboratory conditi...

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Hlavní autoři:	Marvin Christ, Seyed Amir Hossein Tabatabaei, Niklas Ostwald, Oskar Seifert, Itzel Rubio Elizalde, Paul Klemm, Clemens Thölken, Marcus Lechner, Nasim Faridnia, Gert Bange, Keywan Sohrabi
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Nature Portfolio 2026-07-01
Edice:	Scientific Reports
Témata:	Ustilago maydis Machine learning Platform Deep learning YOLO Transfer learning
On-line přístup:	https://doi.org/10.1038/s41598-026-60714-4
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