Author

Fangyao Liu

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#small language model Open access Oct 2026

LUCID: A Training-Free Few-Shot Framework for Leaf Disease Diagnosis via Visual–Knowledge Evidence Fusion

The diagnosis of leaf diseases in medicinal and non-mainstream plants is often hindered by the scarcity of labeled samples, whereas existing deep learning methods generally rely on large-scale labeled datasets. Prototype-based few-shot methods are constrained by the limited number of support samples and fine-grained vi...

Wen Chen, Xin Hu, Bo Ma et al. · Horticulturae · 0 citations

Open access Jul 2026

TCM-USP: An Adaptive and Interpretable Framework for Rapid, Traceable Preliminary Quantification of Active Constituents in Traditional Chinese Medicines Using Biomimetic Sensor Data

Biomimetic sensors offer a rapid route for estimating active constituent contents in Chinese medicinal materials, but their practical use at procurement sites and production workshops is constrained by small and skewed datasets, repeated task-specific model configuration, and the limited operational traceability of man...

Xuemei Yin, Pengfei Song, Xiao Luo et al. · Chemosensors · 0 citations