Problem with anthropometric data

see: CAESAR and ANSUR II

They all need to be licensed

A good start to this would be

check out the SMPL* body models first

they have provided starter code for use with neural network libraries such as tensorflow/pytorch

This blog post describes how to use the code related to these models

Overview of SMPL* models and methods

This is from one of their youtube videos :

smplify-x

This computes a body model using a single photo

There is also PiFU-HD which does , but that is non-parametric

Consequently, we follow the approach of SMPLify, which estimates 2D features and then optimizes model parameters to fit the features.

they use 2d features to optimize SMPL-X model parameters