Anthropometric clothing measurements from 3D body scans

11/02/2019
by   Song Yan, et al.
0

We propose a full processing pipeline to acquire anthropometric measurements from 3D measurements. The first stage of our pipeline is a commercial point cloud scanner. In the second stage, a pre-defined body model is fitted to the captured point cloud. We have generated one male and one female model from the SMPL library. The fitting process is based on non-rigid Iterative Closest Point (ICP) algorithm that minimizes overall energy of point distance and local stiffness energy terms. In the third stage, we measure multiple circumference paths on the fitted model surface and use a non-linear regressor to provide the final estimates of anthropometric measurements. We scanned 194 male and 181 female subjects and the proposed pipeline provides mean absolute errors from 2.5 mm to 16.0 mm depending on the anthropometric measurement.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
07/24/2019

One-stage Shape Instantiation from a Single 2D Image to 3D Point Cloud

Shape instantiation which predicts the 3D shape of a dynamic target from...
research
08/13/2021

3D point cloud segmentation using GIS

In this paper we propose an approach to perform semantic segmentation of...
research
07/13/2016

Fitting a Simplicial Complex using a Variation of k-means

We give a simple and effective two stage algorithm for approximating a p...
research
10/28/2021

Modeling 3D geometry using 1D laser distance measurements with application to cylinder for visualization and evaluating surface quality

Geometric metrology includes one or two-dimensional (1D or 2D) distance ...
research
07/01/2018

cilantro: a lean, versatile, and efficient library for point cloud data processing

We introduce cilantro, an open-source C++ library for geometric and gene...
research
12/22/2020

Towards an Automatic System for Extracting Planar Orientations from Software Generated Point Clouds

In geology, a key activity is the characterisation of geological structu...
research
11/12/2020

Iterative Surface Mapping Using Local Geometry Approximation with Sparse Measurements During Robotic Tooling Tasks

We present a method to map an unknown 3D freeform surface using only spa...

Please sign up or login with your details

Forgot password? Click here to reset