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Author

Houkui Zhou

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#small language model Open access Sep 2026

VSF: A Multimodal Few-Shot Plant Disease Recognition Method in Agricultural Scenarios

Identifying plant diseases presents challenges like small sample sizes, imbalanced classes, and intricate background noise, which constrain the generalizability and resilience of conventional deep learning methods that rely on single-modal images. To overcome these limitations, this study introduces a novel approach fo...

Hou-Kui Zhou, Xin-Zhang Li, Yuan Nie et al. · 0 citations
Open access Sep 2026

SAEFormer: Self-Supervised and Attention-Enhanced Efficient Transformer for Robust Tomato Leaf Disease Recognition

Tomato is a major global crop, yet foliar diseases seriously affect yield and quality. Accurate and efficient disease identification techniques are of great significance for ensuring agricultural production safety. To address the limitations of existing methods in feature extraction capability, model complexity, and de...

Houkui Zhou, Shu-Tong Guo, Cheng-Xuan Li et al. · 0 citations

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