---
license: cc-by-nc-nd-4.0
task_categories:
- image-classification
- image-to-image
language:
- en
tags:
- code
---

# 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)

# Get the Dataset

### This is just an example of the data

If you need access to the entire dataset, contact us via **[sales@trainingdata.pro](mailto:sales@trainingdata.pro)** or leave a request on **[https://trainingdata.pro/data-market](https://trainingdata.pro/data-market?utm_source=huggingface)**

# 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 22 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.

## **[TrainingData](https://trainingdata.pro/data-market?utm_source=huggingface)** provides high-quality data annotation tailored to your needs

More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets**

TrainingData's GitHub: **https://github.com/trainingdata-pro**