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Analysis of segmented human body scans

Published: 28 May 2007 Publication History

Abstract

Analysis on a dataset of 3D scanned surfaces have presented problems because of incompleteness on the surfaces and because of variances in shape, size and pose. In this paper, a high-resolution generic model is aligned to data in the Civilian American and European Surface Anthropometry Resources (CAESAR) database in order to obtain a consistent parameterization. A Radial Basis Function (RBF) network is built for rough deformation by using landmark information from the generic model, anatomical landmarks provided by CAESAR dataset and virtual landmarks created automatically for geometric deformation. Fine mapping then successfully applies a weighted sum of errors on both surface data and the smoothness of deformation. Compared with previous methods, our approach makes robust alignment in a higher efficiency. This consistent parameterization also makes it possible for Principal Components Analysis (PCA) on the whole body as well as human body segments. Our analysis on segmented bodies displays a richer variation than that of the whole body. This analysis indicates that a wider application of human body reconstruction with segments is possible in computer animation.

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  • (2023)3D Statistical Head Modeling for Face/head-Related Product Design: A State-of-the-Art ReviewComputer-Aided Design10.1016/j.cad.2023.103483159(103483)Online publication date: Jun-2023
  • (2019)Predicting Anthropometric Measurements from 3D Body Scans: Methods and EvaluationAdvances in Additive Manufacturing, Modeling Systems and 3D Prototyping10.1007/978-3-030-20216-3_52(561-570)Online publication date: 5-Jun-2019
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cover image ACM Other conferences
GI '07: Proceedings of Graphics Interface 2007
May 2007
352 pages
ISBN:9781568813370
DOI:10.1145/1268517
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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  • CHCCS: The Canadian Human-Computer Communications Society

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 28 May 2007

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Author Tags

  1. CAESAR
  2. consistent parameterization
  3. principal components analysis
  4. radial basis function
  5. segmentation

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Overall Acceptance Rate 206 of 508 submissions, 41%

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Cited By

View all
  • (2024)Non-Rigid Registration Via Intelligent Adaptive Feedback ControlIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.328399030:8(4910-4926)Online publication date: Aug-2024
  • (2023)3D Statistical Head Modeling for Face/head-Related Product Design: A State-of-the-Art ReviewComputer-Aided Design10.1016/j.cad.2023.103483159(103483)Online publication date: Jun-2023
  • (2019)Predicting Anthropometric Measurements from 3D Body Scans: Methods and EvaluationAdvances in Additive Manufacturing, Modeling Systems and 3D Prototyping10.1007/978-3-030-20216-3_52(561-570)Online publication date: 5-Jun-2019
  • (2019)Describing the children's body shape by means of Geometric Morphometric techniquesAmerican Journal of Physical Anthropology10.1002/ajpa.23779168:4(651-664)Online publication date: 10-Jan-2019
  • (2018)Point-cloud registration using adaptive radial basis functionsComputer Methods in Biomechanics and Biomedical Engineering10.1080/10255842.2018.148491421:7(498-502)Online publication date: 16-Jul-2018
  • (2017)Localizing 3-D Anatomical Landmarks Using Deep Convolutional Neural Networks2017 14th Conference on Computer and Robot Vision (CRV)10.1109/CRV.2017.11(197-204)Online publication date: May-2017
  • (2015)Variations in Head-and-Face Shape of Chinese Civilian WorkersAnnals of Occupational Hygiene10.1093/annhyg/mev02659:7(932-944)Online publication date: 9-Apr-2015
  • (2015)Data Processing and Analysis for the 2012 Canadian Forces 3D Anthropometric SurveyProcedia Manufacturing10.1016/j.promfg.2015.07.8133(3745-3752)Online publication date: 2015
  • (2015)Example-based statistical framework for parametric modeling of human body shapesComputers in Industry10.1016/j.compind.2015.07.00773:C(23-38)Online publication date: 1-Oct-2015
  • (2014)Simulation of the Body Shape after Weight Change for Health-Care ServicesAdvances in Applied Digital Human Modeling10.1201/EBK1439835111-25(217-222)Online publication date: 23-Sep-2014
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