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food-nutrients

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license: cc
task_categories:
  - image-classification
  - feature-extraction
  - zero-shot-classification
size_categories:
  - 1K<n<10K

Food Nutrients: A Macronutrients Dataset

food_nutrients is a dataset of visual and nutritional data for ~3k realistic plates of food captured from Google cafeterias using a custom scanning rig.

This dataset provides annotated pictures of food plates along with calories, macronutrients (fat, carbohydrate, protein) for the total plate and for every ingredient as well. image/jpeg

Column Definition
image a 640x640 top-down image from a realistic food plate in the Google cafeteria
id identifier of the sample
split the split of the sample, only test for now
ingredients a list of the different ingredients, with the mass (grams), calories, fat, carb, protein and name.
total_mass total calories of the plate
total_calories the total mass of the food on the plate
total_fat the total fat on the plate
total_carb total carbohydrates on the plate
total_protein total protein on the plate

Source

This data was taken from Google Research's dataset Nutrition5k. It's cleaned up and filtered, because this dataset had many issues such as missing images or missing calorie information for certain samples. That's why this dataset is a bit smaller than 5k samples.