Nutrition
Liquid Calorie Portion Estimate
Liquid calorie portion estimates need volume entry—photos miss milk, cream, and pumps in smoothies, coffee, and opaque cups.
Liquid calorie portion estimate covers smoothies, coffee drinks, and soups—photos show cup height poorly and miss milk, cream, and added sugar pumps. Log by milliliters or fluid ounces with brand when possible; wide brackets for handmade barista drinks.
Transparent glasses help vision models slightly but do not replace volume entry.
Common questions
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Can you photo-log a latte accurately?
Rarely—milk type, foam, and added syrups are invisible. Select the chain drink size and milk, or bracket calories wider than you would for solid food.
Related terms
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