---
language:
- en
license: cc-by-nc-nd-4.0
task_categories:
- image-classification
- image-to-image
tags:
- body composition
- body
- Body Measurements
- human body size
size_categories:
- 1K<n<10K
---

# Body Measurements Dataset

The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different **age groups, genders, and ethnicities**. 

The photos are captured in a standardized manner, depicting individuals in a **front** and **side positions**. 
The images aim to capture the subjects' physical appearance using appropriate *lighting and angles* that showcase their body proportions accurately.

The dataset serves various purposes, including:
- research projects
- body measurement analysis
- fashion or apparel industry applications
- fitness and wellness studies
- anthropometric studies for ergonomic design in various fields

![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F618942%2Fef4464044f810b1ada765ae99597b15a%2FMacBook%20Air%20-%201%20(3).png?generation=1688983133539816&alt=media)

# 💴 For Commercial Usage: To discuss your requirements, learn about the price and buy the dataset, leave a request on **[our website](https://unidata.pro/datasets/body-measurements-image-dataset/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=body-measurements-dataset)** to buy the dataset

# Content

### Folders
- **files**: includes folders with photos and measurements of people
- **proofs**: contains subfolders, corresponding to the original photos in `files` folder and includes additional photos of people taking measurements
- **.pdf** file: includes information about photos in `proofs` folder

### "Files" folder includes 3 images of a person and json file with measurements:
- **selfie** - the person is looking to the camera; face, neck and shoulders are clearly seen,
- **front photo** - the person stands in front of the camera, all body parts are clearly seen,
- **side photo** - the person turned sideways to the camera,  all body parts are clearly seen
- **json file** - includes 14 measurements (*weight, height, hips circumference, leg length etc.*) and 4 additional characteristics (**age, gender, race, profession**) of a person, depicted in photos in the subfolder

### File with the extension .csv

includes the following information for each media file:

- **selfie**: link to the selfie,
- **front**: link to the front photo, 
- **side**: link to the side photo, 
- **measurements**: link to the json file with measurements

# Body Measurements might be collected in accordance with your requirements.

## 💴 Buy the Dataset: This is just an example of the data. Leave a request on the [our website](https://unidata.pro/datasets/body-measurements-image-dataset/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=body-measurements-dataset) to discuss your requirements, learn about the price and buy the dataset

### This is just an example of the data

## [Our Team](https://unidata.pro/datasets/body-measurements-image-dataset/?utm_source=huggingface-td&utm_medium=referral&utm_campaign=body-measurements-dataset) provides high-quality data annotation tailored to your needs

*keywords: body girth measurements, body composition, waist circumference, percent body fat, human body size, body mass index, bmi, visual human body, e-commerce, human body shape classification, height, weight,measurement points, body build weight, body dataset, human part dataset, human body data, deep learning, computer vision, people images dataset, biometric data dataset, biometric dataset, images database, image-to-image, machine learning, human detection dataset, human body dataset, body recognition dataset, body shape dataset, body size dataset, body types dataset, body measurements dataset, anthropometric data set*