Author

Wu-Ping Zhang

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Open access Sep 2026

Detection of Frost‐Damaged Maize Kernels for Food Quality Screening Using Hyperspectral Imaging and 2D‐COS‐Assisted Deep Learning

ABSTRACT Maize is a crucial cereal crop susceptible to subzero temperature stress, which causes physicochemical damage to kernels and compromises their processing quality and food value. Traditional analytical methods are destructive, labor‐intensive, and unable to meet the requirements of rapid and high‐throughput qua...

Jia-Xuan Nan, Ding-Guo Wang, Hui-Hui Wang et al. · Food Science & Nutrition · 0 citations

Open access Aug 2026

A Controlled Evaluation of Dual-Channel Feature Enhancement and Multi-Level Knowledge Distillation for Lightweight Plant Disease Recognition

DC-FEN, a MobileNetV3-based design that models spatial-token relations and channel interactions in parallel and injects them through gated residual fusion is introduced and shows that adding intermediate transfer constraints does not guarantee a stronger student.

Xin Lei, Yong-Huai Liu, Ardhendu Behera et al. · Agriculture · 0 citations