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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Autors principals:	Saiprasad Potharaju, Arun Singh, Dalwinder Singh, Swapnali N. Tambe, Prasad MVV Kantipudi, B. Kiranmai
Format:	Artigo
Idioma:	Inglês
Publicat:	Nature Portfolio 2026-02-01
Col·lecció:	Scientific Reports
Matèries:	Bean Leaf Disease Vision Transformer Transfer Learning Explainable AI GradCAM++ Deep Learning
Accés en línia:	https://doi.org/10.1038/s41598-026-41723-9
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