Author

Jialiang Zhang

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Open access Sep 2026

A Lightweight Attention-Based Model for Real-Time Weed Detection and Edge Deployment in Angelica dahurica Fields

Weed interference is a major constraint in the production of Angelica dahurica, where seedling–weed similarity, small target size, soil background variation, and occlusion make reliable field recognition difficult. This study develops a lightweight attention-enhanced one-stage detector for real-time crop-versus-weed lo...

Jing Pang, Xing-Yang Yang, Ze-Kun Ge et al. · Agronomy · 0 citations

Open access Aug 2026

YOLOv11n-DEG for Maize Kernel Damage Detection

Maize kernel damage detection is critical for grain quality assessment and post-harvest processing. However, existing deep learning methods struggle to balance accuracy, model complexity, and multi-class recognition under real-world conditions. To address these issues, this paper proposes YOLOv11n_DEG, an improved ligh...

Xin-Ping Li, Han Zhang, Jiarui Hou et al. · Agronomy · 0 citations