Efficient deep learning-based tomato leaf disease detection through global and local feature fusion

Efficient deep learning-based tomato leaf disease detection through global and local feature fusion

Abstract In the context of intelligent agriculture, tomato cultivation involves complex environments, where leaf occlusion and small disease areas significantly impede the performance of tomato leaf disease detection models. To address these challenges, this study proposes an efficient Tomato Diseas...

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Main Authors: Hao Sun, Rui Fu, Xuewei Wang, Yongtang Wu, Mohammed Abdulhakim Al-Absi, Zhenqi Cheng, Qian Chen, Yumei Sun
Format: Article
Language:English
Published: BMC 2025-03-01
Series:BMC Plant Biology
Subjects:
Tomato disease detection
Local Feature Enhance Pyramid
Comprehensive Multi-Kernel Module
CSWinTransformer
Deep learning
Online Access:https://doi.org/10.1186/s12870-025-06247-w
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https://doi.org/10.1186/s12870-025-06247-w

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