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

A visual–semantic multimodal fusion framework is developed, incorporating a Two-Stage Modality Fusion mechanism that projects semantic and visual features into a unified feature space to optimize cross-modal feature interaction.

Hou-Kui Zhou, Xin-Zhang Li, Yuan Nie et al. · AgriEngineering · 0 citations

Open access Sep 2026

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

This paper proposes SAEFormer, a lightweight and robust disease recognition model that integrates a Multi-scale Selective Fusion Attention Block to enhance the ability to model multi-scale semantic information in lesion areas and achieves competitive performance in cross-dataset evaluation.

Hou-Kui Zhou, Shu-Tong Guo, Cheng-Xuan Li et al. · AgriEngineering · 0 citations