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Plant Disease Detection andLocalization using GRADCAM
Published in Blue Eyes Intelligence Engineering& Sciences Publication
Volume: 8.0
Issue: 6.0
Pages: 3069.0 - 3075.0
Plant diseases are diseases that change or disrupt itsimportant functions. The reduction in the age at which a plantdies is the main danger of plant diseases. And farmers around theworld have to face the challenge of identifying and classifyingthese diseases and changing their treatments for each disease.This task becomes more difficult when they have to rely on nakedeyes to identify diseases due to the lack of proper financialresources. But with the widespread use of smartphones byfarmers and advances made in the field of deep learning,researchers around the world are trying to find a solution to thisproblem. Similarly, the purpose of this paper is to classify thesediseases using deep learning and localize them on their respectiveleaves. We have considered two main models for classificationcalled resnet and efficientnet and for localizing these diseases wehave used GRADCAM and CAM. GRADCAM was able tolocalize diseases better than CAM
About the journal
JournalInternational Journal of Recent Technology and Engineering (IJRTE)
PublisherBlue Eyes Intelligence Engineering& Sciences Publication
Open AccessYes