AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Per-image model outputs, input files and analysis scripts accompanying: Nakagawa S, Yamamoto A. Development and Evaluation of an Offline Vision-Language Model System for Estimating Nutrients from Meal Photographs on Personal Devices: The PLANS (Personal-device Local Assessment of Nutrients System) Study. Submitted to J...
Background/Objectives: In food-image nutrient estimation with vision-language models (VLMs), portion size is a dominant source of error, yet how a prompt shifts the estimated amount—and in which direction—remains uncharacterized. We tested whether a Japanese-dietitian prompt acts as a systematic, directional influence...
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