Enhancing detection of common bean diseases using Fast Gradient Sign Method–trained Vision Transformers

Enhancing detection of common bean diseases using Fast Gradient Sign Method–trained Vision Transformers

Common bean production in Tanzania is threatened by diseases such as bean rust and bean anthracnose, with early detection critical for effective management. This study presents a Vision Transformer (ViT)-based deep learning model enhanced with adversarial training to improve disease detection robust...

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Bibliographic Details
Main Authors: Upendo Mwaibale, Neema Mduma, Hudson Laizer, Bonny Mgawe
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Artificial Intelligence
Subjects:
bean rust
bean anthracnose
deep learning
Vision Transformers (ViT)
adversarial attacks
Fast Gradient Sign Method
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2025.1643582/full
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