A new approach to learning and recognizing leaf diseases from individual lesions using convolutional neural networks

A new approach to learning and recognizing leaf diseases from individual lesions using convolutional neural networks

Leaf disease recognition using image processing and deep learning techniques is currently a vibrant research area. Most studies have focused on recognizing diseases from images of whole leaves. This approach limits the resulting models’ ability to estimate leaf disease severity or identify multiple...

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Bibliografiske detaljer
Main Authors: Lawrence C. Ngugi, Moataz Abdelwahab, Mohammed Abo-Zahhad
Format: Article
Sprog:English
Udgivet: Elsevier 2023-03-01
Serier:Information Processing in Agriculture
Fag:
Deep learning
Precision agriculture
Leaf disease recognition
Complex background removal
Leaf image segmentation
Lesion classification
Online adgang:http://www.sciencedirect.com/science/article/pii/S2214317321000822

Internet

http://www.sciencedirect.com/science/article/pii/S2214317321000822

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