Food calories dataset. For this problem I used Convolutional Neural Network (CNN).

Food calories dataset The dataset has following fields (self-explanatory) - ['RecipeName', 'TranslatedRecipeName', 'Ingredients', 'TranslatedIngredients', 'Prep', 'Cook', 'Total', 'Servings', 'Cuisine', 'Course', 'Diet', 'Instructions', 'TranslatedInstructions']. For historical data, daily calorie supply and consumption are sometimes used Dec 17, 2024 · Subsequently, the USDA Food and Nutrient Database (15) was used to calculate the calorie, fat, protein, and carbohydrate content of each dish. The dataset has separate folders for every class of images. Food Calorie Estimation Computer Vision Dataset ElDoradooo Updated a year ago Use this Dataset 9 stars 4. But current food image datasets dont contain volume and mass records of foods, which leads to an incomplete calorie estimation. R is an R file which recreates the statistics and figures used in the paper 'The Instrumental Value of Calorie Information and its Effect on Food Choices', and README. Images can be used to design and test Computer Vision techniques that can recognize foods and estimate their calories and nutrition. This repository contains a project that estimates food calories using deep learning and computer vision techniques. This dataset includes an item-by-item list of food items purchased by the City, whenever available, including whenever possible item description, weight, quantity, Abstract. The data is compiled from secondary sources including the United Nations Children's Fund (UNICEF), the World Health Organization (WHO), and the World Bank, among many others that have contributed their data. For this problem I used Convolutional Neural Network (CNN). py python Jul 16, 2019 · With this brief testing of food images dataset with Mask R-CNN, we can deduce that it is quite possible to achieve an application that is capable of estimating calories from food images. There are three steps in calorie estimation: capturing food image (s), detecting food and calibration object, estimating calorie of each food. Implemented computer vision algorithms to analyze food images and provide accurate calorie estimations, enhancing nutritional awareness and meal planning. So I hope that this dasatet will help anyone who interested in food nutrition values. The dataset includes single and mixed food items captured under different lighting conditions and angles using multiple cameras. Jan 1, 2022 · From the dataset, the classification of Indian Cuisine was done by Convolutional Neural Network, and with the help of image processing techniques, calories of the classified food were calculated. Sample food images in dataset: Recognition method Food Recognition deals with recognition of food item when given an image. Daily values are based on a 2000 calorie a day diet. See the dataset description below, and download the Excel file to get started! Food-a-pedia Department of Agriculture — Find the calorie content of any food or beverage using the Food-a-pedia, looking at the Nutrition Facts label, or checking product or restaurant websites HTML Federal May 28, 2021 · CurryAI — a computer vision aided Indian food nutrition calculator would be able to estimate the nutritional content of an Indian dish by means of analysing an image of the dish. Our data set The datasets for the 2021 Global Nutrition Report contain data for all the indicators used in this year's country profiles. 56k rows train (4. School Lunch Dataset This dataset includes 3,940 images of Japanese high school lunches, categorized into 21 distinct classes plus an ”Other Foods” category. But current food May 22, 2017 · To estimate calorie of food in the proposed data set, a deep learning method using Faster R-CNN first is put forward to detect the food. But current food image data sets don't contain volume and mass records of foods, which leads to an incomplete calorie estimation. Calorie supply is always larger than actual calorie consumption, since there may be waste at the household level. - nodef/ifct2017 Sep 7, 2015 · For the specific topic of calorie measurement of food portions with single and mixed food items, the research community needs a dataset of images for testing and training. txt is a text file with instructions on how to execute the R code. Aug 9, 2025 · Images of various foods, taken with different cameras and different lighting conditions. Seven classes of food which are fried noodles, fried rice, kaya toast, nasi lemak, roti canai, fried chicken, and fried egg were addressed, by training the model on a diverse and well-annotated food dataset. Our food ontology and semantic recipe search engine makes it possible to search for recipes using natural language queries, such as "gluten free brownies without sugar" or "low fat vegan cupcakes. This dataset contains nutritional information for a variety of foods, including serving size, calories, fat, protein, carbohydrates, and fiber. Detailed food and nutrition information one call away including allergen information, dietary preferences (vegan and vegetarian) as well as food images Get access to detailed food data through our Nutrition API, including calorie information, macronutrient composition (carbohydrates, protein, fat), and micronutrient breakdowns (where available) along with food categories and serving size This Dataset contains Indian Food along with there nutritions (per 100g) The model leverages InceptionV3, a state-of-the-art neural network for image classification, and has been trained on the Food-101 Dataset to classify various food items. Examine the Jan 5, 2025 · The code above will generate a grouped bar chart visualizing the calories, potassium, and fat content for each food item listed. 8k types of food. Mar 15, 2024 · Computer vision has been introduced to estimate calories from food images. food calories dataset by roboflow This dataset consists of 637 meticulously labeled 3D food objects across 108 categories, featuring detailed nutrition information, weight, and food codes linked to a comprehensive nutrition database. For more information and to download the dataset, please Product Mission Use machine learning to recognize food images and estimate weights, and give prediction of its calories. A separate folder will be created named images, showcasing the actions done on test image once you follow the next setup instruction. Looking for Detailed Fat Data? Directory : Food Datasets Contains folders that store different types of dataset used in this project. Get detailed insights on calories, macronutrients, glycemic index. Food detection, classification, and analysis have been the topic of in-depth studies for a variety of applications related to eating habits and dietary assessment. Feb 1, 2025 · This study utilized the ChineseFoodNet dataset, which contains images of 208 types of Chinese food, to establish a comprehensive and representative benchmark for food image datasets. Whether you're looking to lose weight, gain muscle or simply eat healthily—with each food chart, you'll always have an overview of your diet and can even use it to put together a healthy, wholesome grocery list. In this paper, we present a novel food image data set with volume and mass records of foods, and a deep learning method for food detection, to make a complete calorie estimation. " You can automatically calculate the Live a healthier life. ABSTRACT Computer vision has been introduced to estimate calories from food images. Run “demo. Ultimately, the dataset comprises over 5,000 dishes made up of more than 250 different ingredients, ranging from 1 to 35 ingredients per dish, with an average of 5. Compare fast food vs. Sep 3, 2024 · This dataset consists of 743 meticulously scanned and labeled 3D food objects across 131 categories, featuring detailed nutrition information, weight, and food codes linked to a comprehensive nutrition database. Dec 5, 2024 · This trains the model present in “cnn_model. It contains data for various types of food including the amounts of different vitamins and minerals found in the foods as well as macronutrient percentages. Manage your diet and fitness plan using HealthifyMe App. The document introduces the FooDD dataset, which contains 3000 food images. This dataset offers an extensive range of nutritional information for various globally consumed food items. 56k rows default (4. Remember to install matplotlib and numpy if you haven't already (pip install matplotlib numpy). We also tackle the issue of calorie estimation. The Indonesian Food and Drink Nutrition Dataset contains 1346 rows and 8 columns, including information on calories, proteins, fat, carbohydrates, name, and image of Indonesian food and drinks. A README is provided in each directory with attached sources and instructions to obtain and set up the dataset. Detailed visual + nutritional data for over 5,000 plates of food. Explore our extensive Nutritional Food Dataset, providing detailed insights on calories, proteins, vitamins, minerals, and more. Images were captured under wide variety of indoor lighting conditions. We construct NutriBench with 15 subsets varying in complexity based on the number, servings, and Apr 1, 2025 · This page has food nutritients sample data that you can download, to use for practice, Microsoft Excel training and demos, and other learning activities. This dataset can be used to analyze the nutritional content of Indonesian cuisine and make informed dietary choices. The food covered spans a large variety of foods from butter to Campbell Food Calories Computer Vision Model Object Detection Updated 2 years ago Use this Model Use this Dataset The datasets for the 2021 Global Nutrition Report contain data for all the indicators used in this year's country profiles. Jun 19, 2024 · 1 computer vision projects by Food Calories Dataset (food-calories-dataset). When you use this dataset to understand how your body gets energy out of your favorite meals and snacks, paying particular attention to the number of calories in food you’ve eaten, you’ll be empowered to make dietary choices that never leave you with guilt (or a spare tire Nutritional Values For Common Foods And Products. Explore and run machine learning code with Kaggle Notebooks | Using data from multiple data sources Nov 1, 2020 · When I browsed for a Food Recipes (Especially Indian Food) Dataset, I could not find one (that I could use) online. Feb 21, 2021 · In addition, as applications of the new food segmentation dataset, we performed region-based food calorie estimation using the food segmentation models trained with “UEC-FoodPix Complete”, and food image synthesis from segmentation masks employing SPADE [18]. Fig. It is designed to assist with dietary planning, nutritional analysis, and educational purposes, detailing macro and micronutrient content. Our data set Seamless workflow from image input to food classification and calorie estimation. Jan 23, 2025 · Construct a plot for following dataset using matplotlib Food Calories Potassium fat Salmon 200 90 10 Catfish 130 60 6 Rainbow Trout 140 50 6 Swordfish 120 50 6 Salmon Chum 130 40 4 Avocado 50 35 4. Know the nutrients in your food: Fat, Carbs, Proteins etc Food image segmentation is a critical and indispensible task for developing health-related applications such as estimating food calories and nutrients. In this paper,… Nutritional Information for Food-101 Dishes – Calories, Protein, Carbs & More! Overview MetaFood3D is a comprehensive 3D food object dataset designed to bridge the gap between general 3D vision and food computing research. Identify the healthiest food options. USDA FoodData Central produces thorough resources for navigating and understanding nutritional info to support dietary choices and nutritional analysis. The data is provided in CSV format. Abstract. home-cooked meals. Recommended daily intake of essential amino acids is provided for 180 lbs person. Density—the amount of a nutrient or food-group equivalent contained in each 1,000 calories in foods—is used as a measure of diet quality. com You are an expert nutritionist analyzing the image to identify food items and estimate their calorie content and calculate the total calories. py”. Apr 21, 2025 · MyPyramid Food Data provides information on the total calories; calories from solid fats, added sugars, and alcohol (extras); MyPyramid food group and subgroup amounts; and saturated fat content of over 1,000 commonly eaten foods with corresponding commonly used portion amounts. The latest version of this spreadsheet is on Google Docs here, or you can download the excel file here (6. Developed an image processing system to recognize food items and estimate their calorie content using machine learning models, aiding in dietary management. It implements object detection models using both YOLOv4 and YOLOv5, offering practical insights into building and training these models. 16643 food images grouped in 11 major food categories Detailed nutritional values for 542 key foods in India, based on direct measurements across six regions. PROTEINS - MEAT (RAW) HIGHEST PROTEIN CONTENT PER AVERAGE PORTIONTurkey Light Meat 150g The spoonacular Recipe - Food - Nutrition API gives you to access to thousands of recipes, storebought packaged foods, and chain restaurant menu items. Apr 24, 2025 · Food calorie datasets are essential resources for individuals, researchers, and developers seeking to promote healthier eating habits, advance nutritional science, and innovate in the food technology sector, but understanding their limitations and proper use is critical. This comes mostly in the form of intense colors and sometimes wrong labels. User-friendly interface through Jupyter Notebook. Dataset Food nutrition datasetSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. I want to explore this data for both learning and satisfy my own curiosity. This card has been generated using this raw template. 56k rows End of preview. The Architecture of CNN given below figure all this work done in cnn. Detailed food and nutrition information one call away including allergen information, dietary preferences (vegan and vegetarian) as well as food images Get access to detailed food data through our Nutrition API, including calorie information, macronutrient composition (carbohydrates, protein, fat), and micronutrient breakdowns (where available) along with food categories and serving size This Dataset contains Indian Food along with there nutritions (per 100g) A collaborative, free and open database of ingredients, nutrition facts and information on food products from around the world The new 2010 Dietary Guidelines for Americans focus on balancing calories with physical activity, and encourage Americans to consume more healthy foods like Food Calories Estimation Using Image Processing Vinayak Sable Problem The problem can be simply stated as, given a set of food images with calibration object thumb with the food name and an unlabeled set of food images from the same group of food, identify food and estimate food volume and calories intake. restaurant Name of restaurant item Name of item calories Number of calories cal_fat Calories from fat total_fat Total fat sat_fat Saturated fat trans_fat Trans fat cholesterol Cholesterol sodium Sodium total_carb Total carbs fiber About Dataset Context I found this data occasionally and I just could not pass by. It was used to introduce real-world variability in food presentation. Each folder also have a script that preprocess the stored dataset. There are over 14,000 foods. Expand in Data Studio Originally webscrapped by Aleksandr Antonov from Nutrition Value and posted on Kaggle as "Nutritional values for common foods and products". It was created to aid research on food detection and calorie measurement from images. Content This dataset contains nutrition values for about 8. So, I decided to create one. The dataset includes 637 3D food models in 108 food categories, each equipped with nutrition labels and characterized by balanced class distribution and robust intra-class diversity. The OpenNutrition Dataset is a comprehensive collection of food and nutrition da Nutritional information for raw fruits, vegetables, and seafood. py” to see the model result for “test_image We propose a Multiclass food classification using a food image dataset, and then estimating the weight and the calorie content in the respective food item using deep learning and computer vision techniques. It also includes images of a user's thumb for scale reference to improve calorie estimates. Labelling dataset To assist food manufacturers, dietitians, nutritionists, software or app producers in generating the mandatory EU nutrition information for food products and recipes, the COFID dataset has been adjusted by supplementing missing values and recalculating specific nutrients to ensure adherence to labelling regulations. Apr 21, 2025 · FoodData Central: Includes five distinct types of data containing information on food and nutrient profiles, each with a unique purpose: Foundation Foods; Experimental Foods; Standard Reference; Food and Nutrient Database for Dietary Studies; USDA Global Branded Food Products Database. For each class, 250 manually reviewed test images are provided as well as 750 training images. In this paper, we have used YOLO(You Look Only Once)V8 object detection system to train food images dataset and after training we can use this model to detect the food items in a plate and estimate the number of calories per gram from a calorie-chart. Nov 15, 2023 · CalorieInfo_data. py” and “image_segment. A crowdsourced list of public datasets on the topic of Food - food-datasets/data/food-datasets. Please provide a detailed report in the format: 1. 8 MB). The analysis aims to uncover nutritional trends, compare different food categories, and visualize essential insights. Calorie Estimation: Provides an estimated calorie count based on the recognized food item. For the specific topic of calorie measurement of food portions with single and mixed food items, the research community needs a dataset of images for testing and training. The dataset contains multiple UK and international databases with food and nutrient data from the following: food composition tables, manufacturers, fast food outlets and supermarket items. Item 2 - estimated calories 1. Calories, fat, and sugar for every cheeseburger, fries, and milkshake on menu The way to design a system for detecting and estimating the calorie content of food starts with a dataset search, dataset annotation, dataset augmentation, dataset training, and model implementation. Give us your feedback to make the next version better. Momo sauce - 50 calories 3. Flexible Data Ingestion. Premium plan comes with 12 week guided programme, with nutritionist and trainer guiding you to your fitness or weight goal. Indian Food Metrics helps you analyze the nutrition of Indian foods with precision. 1. 7 ingredients per dish. But current food image datasets don’t contain volume and mass records of foods, which leads to an incomplete calorie estimation. csv at master · foodopendata/food-datasets MyPyramid Food Data provides information on the total calories; calories from solid fats, added sugars, and alcohol (extras); MyPyramid food group and subgroup MyPyramid Food Data provides information on the total calories; calories from solid fats, added sugars, and alcohol (extras); MyPyramid food group and subgroup The Indonesian Food and Drink Nutrition Dataset contains 1346 rows and 8 columns, including information on calories, proteins, fat, carbohydrates, name, and image of Indonesian food and drinks. py” Calorie calculation and food item detection is done by “calorie. Existing 3D datasets with food generally lack dietary annotations such as weight, calories, and other nutrition values, which is crucial for developing 3D or image-based dietary assessment algorithms. Dec 5, 2023 · Volume and Calorie Estimation For the calculation of calories, we take the help of a probe object whose dimensions are already known to us. We’re on a journey to advance and democratize artificial intelligence through open source and open science. Dataset Card for Indian Foods Dataset Dataset Summary This is a multi-category (multi-class classification) related Indian food dataset showcasing The-massive-Indian-Food-Dataset. This is a benchmark dataset used for finding best models for detecting food. Calorie Predictior doesn't need users to know the weight of foods or enter names of foods, all it needs is a picture. - google-research-datasets/Nutrition5k It contains images of food, organized by type of food. In this paper, we present a novel food image dataset with volume and mass records of foods, and a deep learning method for food detection, to make a complete calorie estimation. Dataset Card for Food-101 Dataset Summary This dataset consists of 101 food categories, with 101'000 images. Our We’re on a journey to advance and democratize artificial intelligence through open source and open science. However, I couldn't find one that includes food divided by… 7756 open source RICE_CALORIES images plus a pre-trained FOOD_CALORIES model and API. To our knowledge, this is the first publicly available benchmark for evaluating the performance of LLMs on nutrition estimation from meal descriptions. The Subsequently, a calorie prediction model will be Therefore, we propose a novel deep learning methodology implemented, utilizing regression algorithms trained on a for estimating the caloric content of food items depicted in dataset containing nutritional information for a diverse user-captured images. Hello I am looking for datasets that contain information on nutrition & food calories. 832 open source food-calories images. The dataset we’ve used contains one Yuan coin as probe This project focuses on classifying food images into various categories using a fine-tuned ResNet50 model and estimating their calorie content. 56k rows) Split (1) train·4. Users of myfood24 can search for both generic and branded items from the substantial dataset. May 6, 2025 · These data report national estimates of daily intake amounts, distribution percentages, and density of nutrients and food groups by food source from 1977 to 2018. Food detection, classification, and analysis have been the topic of in-depth studies for a variety of applications related to eating habits and dietary as-sessment. Using already available information of nutritional content of the given class of food, the total calorie content in the food image can be estimated. The dataset emphasizes intra-class diversity and includes rich modalities such as textured mesh files, RGB-D videos, and segmentation masks. Built upon this dataset, we present CaLoRAify, a novel VLM framework aligning ingredient recognition and calorie estimation via training with visual-text pairs. Our Nutrition in fast food Description Nutrition amounts in 515 fast food items. Apr 21, 2025 · Find the calorie content of any food or beverage using the Food-a-pedia, looking at the Nutrition Facts label, or checking product or restaurant websites This dataset offers an extensive range of nutritional information for various globally consumed food items. When you use the calorie database to understand how your body gets energy out of your favorite meals and snacks, paying particular attention to the number of calories in food you’ve eaten, you’ll be empowered to make dietary choices that never leave you with Feb 19, 2025 · Learn how to fine-tune the Llama 3. It was used in the Paper "Food-101 – Mining Discriminative Components with Random Forests" by Lukas Bossard, Matthieu Guillaumin and Luc Van Gool. This Dataset contains Food Calories infoSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. The document Dataset consists of images of Indian food captured using mobile phones in a real-world scenario. Datasets broadly contain information on adult and child May 22, 2017 · Computer vision has been introduced to estimate calories from food images. In inference, users only need a single monocular food image to estimate calories while retaining the flexibility of agent-based conversational interaction. By providing detailed nutrition information, weight, and food codes Oct 15, 2021 · Github Pages for CORGIS Datasets ProjectFood CSV File Overview The following data comes from the United States Department of Agriculture’s Food Composition Database. USDA FoodData Central produces thorough resources for navigating and understanding nutritional info to support dietary choices and nutritional analysis. The features names is very self-explanatory, so I'll not make a description for them. With this spreadsheet, you can filter down to the foods you want, and make your own calculations or tables. 5 Oysters 100 35 4 Ocean Perch 110 20 2 This project focuses on analyzing food and nutrition data using a dataset from Kaggle. Features Image Recognition: Identifies food items in images with high accuracy. The idea is to make a more exciting simple training set for image analysis than CIFAR10 or MNIST. May 22, 2017 · Download Citation | Computer vision-based food calorie estimation: dataset, method, and experiment | Computer vision has been introduced to estimate calories from food images. Something went wrong and this page crashed! If the issue persists, it's likely a problem on our side. 5k views 112 downloads Calories in Food A dataset that will help you discover the caloric content and other facts about common foods. Supported Tasks and Leaderboards [More Information Needed] Languages English Dataset Structure 899 open source Food images. See full list on github. Actual daily nutrient requirements might be different based on your age, gender, level of physical activity, medical history and other factors. Existing food image segmentation models are underperforming due to two reasons: (1) there is a lack of high quality food image datasets with fine-grained ingredient labels and pixel-wise location masks---the existing datasets either carry Jan 1, 2015 · Abstract Food detection, classification, and analysis have been the topic of in-depth studies for a variety of applications related to eating habits and dietary assessment. info. No elements in this dataset have been identified as either opted-out, or opted-in, by their creator. Apr 16, 2020 · Here, because one of my hobbies is to cook, I would use a dataset from Kaggle regarding the food nutrition value from common food and products. See the dataset description below, and download the Excel file to get started! May 28, 2021 · CurryAI — a computer vision aided Indian food nutrition calculator would be able to estimate the nutritional content of an Indian dish by means of analysing an image of the dish. The model leverages InceptionV3, a state-of-the-art neural network for image classification, and has been trained on the Food-101 Dataset to classify various food items. All images were Jul 4, 2024 · To this end, we present NutriBench, a dataset consisting of 5,000 natural language meal descriptions with macronutrient and calorie annotations. And the experiment results show our method is effective to estimate calories and our data set contains adequate information for calorie estimation. Mar 26, 2025 · This data shows per capita daily calorie supply, which is the amount of calories available to an average person, and does not necessarily correspond to the calories actually consumed by that person. My Food Data is a place to track and understand the foods you eat to create better meals. Item 1 - estimated calories 2. csv is a dataset of 130 subjects completing a food choice experiment, CalorieInfoCode. Food Calorie dataset by Food Calories Dataset Nov 23, 2022 · This dataset consists of 101 food categories, with 101'000 images. Jul 4, 2024 · To this end, we present NutriBench, a dataset consisting of 5,000 natural language meal descriptions with macronutrient and calorie annotations. Dec 27, 2021 · 3 food-related datasets & ideas for analyzing them Datasets featuring recipes and recipe reviews, nutrition facts, and food prices Recipes & recipe reviews The data Dataset on Kaggle 180K+ … Others dataset from calories A food database that will help you discover the caloric content and other facts about common foods. For those methods, especially deep learning methods, they need a corresponding image dataset to train and test. The dataset can be found here. Food and their CaloriesSomething went wrong and this page crashed! If the issue persists, it's likely a problem on our side. Leveraging the Food-101 dataset, the project involves data preparation, model training, evaluation, and calorie estimation for food items. 2 Vision model for image analysis, using unsloth AI, to do calorie extraction from food images. Once we have the volume, the mass of the food item is calculated using standard density tables. Track daily food intake and nutritional values for a health-related ML model. This dataset can be used for recoginition, fine-grained detection of The dataset contains a number of different subsets of the full food-101 data. Momos - 200 calories each x 7 = 1400 calories 2. py file change the directory to food-calories-estimation-using-Image-processing-master folder and give sufficient information to cnn. On purpose, the training images were not cleaned, and thus still contain some amount of noise. Calorie-dataset like 1 Modalities: Text Formats: csv Size: 1K - 10K Libraries: Datasets pandas Croissant + 1 License: other Dataset card Data Studio FilesFiles and versions Community Dataset Viewer Auto-converted to Parquet API Embed Data Studio Subset (1) default·4. Explore Popular Topics Like Government, Sports, Medicine, Fintech, Food, More. (AI-generated) Calories in Food: Calorie Chart Database How many calories are in the foods you eat? You'll find thousands of foods and their calorie values in the calorie charts on calories. It consists of wide variety of dish images taken accross India. Usage fastfood Format A data frame with 515 observations on the following 17 variables. Created by FOOD DETECTION ABSTRACT Computer vision has been introduced to estimate calories from food images. We have thousands of hand curated Indian foods in our database, with very detailed nutritive values. Download Open Datasets on 1000s of Projects + Share Projects on One Platform. . Comprehensive Dataset for Advanced Predictive Modeling. gbwmf ttzyldq elcisyi txpzv rjecs iyncnu rren wfhbc ymcik utr ekono grx gnwyl vipmn qvxucj