PlantAIM: A new baseline model integrating global attention and local features for enhanced plant disease identification

PlantAIM: A new baseline model integrating global attention and local features for enhanced plant disease identification

Plant diseases significantly affect the quality and yield of agricultural production. Conventionally, detection has relied on plant pathologists, but recent advances in deep learning, particularly the Vision Transformer (ViT) and Convolutional Neural Network (CNN), have made it feasible for automate...

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Bibliographic Details
Main Authors: Abel Yu Hao Chai, Sue Han Lee, Fei Siang Tay, Hervé Goëau, Pierre Bonnet, Alexis Joly
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Smart Agricultural Technology
Subjects:
Plant disease identification
Vision transformer
Convolutional neural network
Grad-CAM visualization analysis
Hybrid model
Online Access:http://www.sciencedirect.com/science/article/pii/S2772375525000474
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http://www.sciencedirect.com/science/article/pii/S2772375525000474

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