An explainable vision transformer model with transfer learning for accurate bean leaf disease classification

Abstract Early identification of bean leaf diseases, particularly Angular Leaf Spot and Bean Rust, is vital for ensuring crop productivity and global food security, especially within smallholder farming systems where disease outbreaks can rapidly escalate and cause severe yield losses. Conventional...

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Principais autores:	Saiprasad Potharaju, Arun Singh, Dalwinder Singh, Swapnali N. Tambe, Prasad MVV Kantipudi, B. Kiranmai
Formato:	Artigo
Idioma:	Inglês
Publicado:	Nature Portfolio 2026-02-01
Series:	Scientific Reports
Assuntos:	Bean Leaf Disease Vision Transformer Transfer Learning Explainable AI GradCAM++ Deep Learning
Acceso en liña:	https://doi.org/10.1038/s41598-026-41723-9
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