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Engineered GAF-Net, an enhanced YOLOv8-based model for multi-disease corn leaf detection, integrating GSConv and FASF modules to boost feature extraction and localization accuracy. Achieved efficient, real-time performance through optimized training and inference on annotated agricultural datasets.