Benny Cheung 1/11/2026

You Only Look Once: 8 Years of Food Detection Evolution

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This article revisits a food detection project after 8 years, comparing the complex setup of YOLO v2 in 2018 with the streamlined process of YOLO11 in 2026. It details the evolution of the YOLO framework, training on modern hardware like Apple Silicon, using the UEC FOOD 100 dataset, and includes test results and deployment examples. It concludes by introducing the FoodInsight project for advanced applications like nutrition tracking.

You Only Look Once: 8 Years of Food Detection Evolution

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