Open access
Sep 2026
Low-Data Metric-Learning Phenomic Framework for Interpretable Cultivar Identification and Similarity Analysis in Panax ginseng
Image-based cultivar identification remains challenging in perennial medicinal crops because cultivar-specific datasets are often small and morphological differences can be subtle. This study investigated whether a Siamese network-based hybrid learning framework could support cultivar classification and image-derived p...
Minhyeok Jang, Jincheol Kim, Dae-Hyun Jung et al.
· Agronomy · 0 citations