Resul Kara

A Lightweight One-Shot Open-Set Metric Learning Framework for Food Recognition and Decision Support in Smart Ovens

Modern smart kitchen automation requires reliable vision-based tools to provide user-advisory decision support during domestic culinary processes. However, standard deep learning models utilizing closed-set Softmax classifiers typically misclassify unknown or Out-of-Distribution (OOD) kitchen objects with high confiden...