Human body measurement using computer vision/ 3D modeling

Anthropometric measurement extraction

Getting human body measurements from image is a very hard problem. This repository provides a starting solution for any one who is working in this domain. It maps single input image onto 3-dimientional model using 3D human reconstruction and then extracts body measurements such as waist, chest etc. All meausrements are in centimeters. 3D reconstruction is done using HMR. Tested on tensorflow==1.13.1.

Download pre-trained model

Type the following command on terminal to download pretrained model

wget https://people.eecs.berkeley.edu/~kanazawa/cachedir/hmr/models.tar.gz && tar -xf models.tar.gz

and save it in 'models' folder.

CustomBodyPoints

Download CustomBodyPoints text file and place it in data folder.

Install Packages

pip install -r requirements.txt or pip3 install -r requirements.txt

Inference

python3 inference.py -i <path to Image1> -ht <height in cm>

Acknowledgment

HMR

Deep lab v3 +

Humanbody shape