Health and Wellness Application

Client info:

Warrior Consultants LLC develops corporate wellness programs for large organizations, leveraging over 40 years of fitness industry experience and innovative health solutions

Task:

Development of an automated system for measuring body parameters from photographs

Headquarters:

Pennsylvania (US)

The task was to create a solution to precisely calculate anthropometric measurements from a photo person and input basic parameters. The acceptable standard error of the measurements is 5%.

The solution included using Computer Vision and Machine Learning. A person inputs their weight, height, and gender as the basic parameters and takes two full-size photos from the front and the side.

The algorithm works as follows:

The algorithm calculates ten measurements of different parts of the person’s body: Neck, Elbow, Wrist, Chest, Waist, Hip, Thigh, Knee, Calf, and Ankle. The measurements are given as circumferences. No helper markers are used in the photos.

Technologies used

Backend: Python 3.7, PyTorch, Mediapipe, Docker, Flask, PostgreSQL.
Frontend: Angular.

Python
SQL
AngularJS