OmniFood-Bench: Evaluating VLMs for Nutrient Reasoning and Personalized Health Advice
This work establishes a rigorous standard for trustworthiness in autonomous agents deployed for public health by evaluating VLMs across three progressive capabilities: Basic Perception (Ingredients&Cooking Methods), Quantitative Reasoning (Portion Size&Nutritional Profiling), and Safety-Critical Advisory (Disease-Speci...