Open access
Aug 2026
A Lightweight One-Shot Open-Set Metric Learning Framework for Food Recognition and Decision Support in Smart Ovens
This framework establishes a robust, self-contained solution for open-set object recognition in localized smart home appliances, and achieves an optimized trade-off between Macro F1-score and inference speed on edge computing environments.
Nurdanur Pehlivan, Resul Kara
· Electronics · 0 citations