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sunli1201/food-nutrients

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. Column Definition image a 640x640 top-down image from a realistic food plate in the Google cafeteria… See the full description on the dataset page: https://huggingface.co/datasets/sunli1201/food-nutrients.

sourceHugging Faceccupdated 6mo agoView on Hugging Face

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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.