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Author

Resul Kara

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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 · 0 citations

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