Open access
2026
Agri-VLG: Robust Identification of Counterfeit Agricultural Products Using Few-Shot Annotated Data and Open-Source Knowledge
Agri-VLG is proposed, a robust framework that synergizes few-shot annotated data with open-source knowledge for precise identification and significantly outperforms state-of-the-art methods, proving that graph-based refinement and external knowledge-guided retrieval are highly effective for detecting counterfeit produc...
Dat Tran, Vu Quang Huy Tran, Manh Dung Nguyen et al.
· IEEE Access · 0 citations