Apple leaf disease severity grading based on deep learning and the DRL-Watershed algorithm

Apple leaf disease severity grading based on deep learning and the DRL-Watershed algorithm

Abstract Apple leaf diseases significantly impair the photosynthetic efficiency and growth quality of apple trees, leading to reduced fruit yields. Existing methods for disease detection and severity classification struggle to quickly and accurately segment and quantify diseased areas on leaves, par...

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Bibliographic Details
Main Authors: Zhifang Bi, Fumin Ma, Jiaxiong Guan, Jie Wu, Juxia Li, Fuzhong Li, Yanwen Li, Zhanli Liu
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Leaf disease
Semantic segmentation
HRNet
NAM
DRL-watershed algorithm
Disease severity grading
Online Access:https://doi.org/10.1038/s41598-025-15246-8
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https://doi.org/10.1038/s41598-025-15246-8

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