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Author 1
Ismail Khan
Department of Computer Science, Govt Degree College Lalqilla Maidan Dir Lower, Pakistan
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IECE Contributions

Free Access | Research Article | 05 March 2025
Attention-Guided Wheat Disease Recognition Network through Multi-Scale Feature Optimization
IECE Transactions on Sensing, Communication, and Control | Volume 2, Issue 1: 11-24, 2025 | DOI:10.62762/TSCC.2025.435806
Abstract
Accurate and timely detection of wheat diseases remains crucial for sustainable agriculture, particularly in major wheat-producing regions. Wheat diseases pose a significant threat to global food security, need precise and timely detection to promote sustainable agriculture. Existing approaches consistently employ single-scale features with shallow-layered convolutional neural networks (CNNs). To bridge the research gaps, we introduce a novel Multi-Scale Wheat Disease Network (MSWDNet) with feature collaboration for wheat disease recognition supported by a comprehensive dataset collected from wheat fields. This study fills research gaps by introducing a novel technique to improve detection a... More >

Graphical Abstract
Attention-Guided Wheat Disease Recognition Network through Multi-Scale Feature Optimization