Automatic Estimation of Anthropometric Human Body Measurements

12/22/2021
by   Dana Škorvánková, et al.
0

Research tasks related to human body analysis have been drawing a lot of attention in computer vision area over the last few decades, considering its potential benefits on our day-to-day life. Anthropometry is a field defining physical measures of a human body size, form, and functional capacities. Specifically, the accurate estimation of anthropometric body measurements from visual human body data is one of the challenging problems, where the solution would ease many different areas of applications, including ergonomics, garment manufacturing, etc. This paper formulates a research in the field of deep learning and neural networks, to tackle the challenge of body measurements estimation from various types of visual input data (such as 2D images or 3D point clouds). Also, we deal with the lack of real human data annotated with ground truth body measurements required for training and evaluation, by generating a synthetic dataset of various human body shapes and performing a skeleton-driven annotation.

READ FULL TEXT
research
01/07/2022

A Review of Deep Learning Techniques for Markerless Human Motion on Synthetic Datasets

Markerless motion capture has become an active field of research in comp...
research
01/07/2021

Learning Anthropometry from Rendered Humans

Accurate estimation of anthropometric body measurements from RGB images ...
research
10/11/2022

Human Body Measurement Estimation with Adversarial Augmentation

We present a Body Measurement network (BMnet) for estimating 3D anthropo...
research
10/09/2021

SOMA: Solving Optical Marker-Based MoCap Automatically

Marker-based optical motion capture (mocap) is the "gold standard" metho...
research
05/24/2022

Effect of Gender, Pose and Camera Distance on Human Body Dimensions Estimation

Human Body Dimensions Estimation (HBDE) is a task that an intelligent ag...
research
01/03/2023

Procedural Humans for Computer Vision

Recent work has shown the benefits of synthetic data for use in computer...
research
10/06/2021

A Neural Anthropometer Learning from Body Dimensions Computed on Human 3D Meshes

Human shape estimation has become increasingly important both theoretica...

Please sign up or login with your details

Forgot password? Click here to reset