Towards a mean body for apparel design

This paper focuses on shape average with applications to the apparel industry. Apparel industry uses a consensus sizing system; its major concern is to fit most of the population into it. Since anthropometric measures do not grow linearly, it is important to find prototypes to accurately represent each size. This is done using random compact mean sets, obtained from a cloud of 3D points given by a scanner and applying to the sample a previous definition of mean set. Additionally, two approaches to define confidence sets are introduced. The methodology is applied to data obtained from a real anthropometric survey. Estimation of mean bodies using means of random compact setsMean sets as mannequinsUsing random compact sets for aided apparel design

[1]  Mao-Jiun J. Wang,et al.  The development of sizing systems for Taiwanese elementary-and high-school students , 2007 .

[2]  Ilya Molchanov,et al.  Expectations of Random Sets , 2017 .

[3]  Vincent G. Duffy,et al.  Handbook of Digital Human Modeling: Research for Applied Ergonomics and Human Factors Engineering , 2008 .

[4]  S. Ashdown,et al.  Comparison of Test Protocols for Judging the Fit of Mature Women's Apparel , 2006 .

[5]  Guillermo Ayala,et al.  Modeling of female human body shapes for apparel design based on cross mean sets , 2014, Expert Syst. Appl..

[6]  Beatriz Nacher,et al.  Anthropometric Survey of the Spanish Female Population Aimed at the Apparel Industry , 2010 .

[7]  Jintu Fan,et al.  Clothing appearance and fit , 2004 .

[8]  L. Hunter,et al.  Clothing Appearance and Fit: Science and Technology , 2004 .

[9]  Nadia Magnenat-Thalmann,et al.  An automatic modeling of human bodies from sizing parameters , 2003, I3D '03.

[10]  Ana Colubi,et al.  Confidence Regions for the Mean of a Fuzzy Random Variable , 2009, IFSA/EUSFLAT Conf..

[11]  Esther de Ves,et al.  Resuming Shapes with Applications , 2004, Journal of Mathematical Imaging and Vision.

[12]  Noel A Cressie,et al.  Statistics for Spatial Data, Revised Edition. , 1994 .

[13]  D. Stoyan,et al.  Stochastic Geometry and Its Applications , 1989 .

[14]  Robyn A. Owens,et al.  Averaging feature maps , 1999, Pattern Recognit..

[15]  D. Stoyan,et al.  Fractals, random shapes and point fields : methods of geometrical statistics , 1996 .

[16]  Peter Blanchonette,et al.  Jack Human Modelling Tool: A Review , 2010 .

[17]  Hanna K. Jankowski,et al.  Confidence Regions for Means of Random Sets Using Oriented Distance Functions , 2009, 0903.1869.

[18]  D. Stoyan,et al.  Stochastic Geometry and Its Applications , 1989 .

[19]  Andreas Seidl,et al.  Ramsis - The Leading Cad Tool for Ergonomic Analysis of Vehicles , 2007, HCI.

[20]  R. Bhattacharya,et al.  LARGE SAMPLE THEORY OF INTRINSIC AND EXTRINSIC SAMPLE MEANS ON MANIFOLDS—II , 2003 .

[21]  Raffaello Seri,et al.  Confidence Sets for the Aumann Mean of a Random Closed Set , 2004, ICCSA.

[22]  B. Hambly Fractals, random shapes, and point fields , 1994 .

[23]  Hanna K. Jankowski,et al.  Expectations of Random Sets and Their Boundaries Using Oriented Distance Functions , 2009, Journal of Mathematical Imaging and Vision.

[24]  Rainer Trieb,et al.  iSize - Implementation of International Anthropometric Survey Results for Worldwide Sizing and Fit Optimization in the Apparel Industry , 2010 .

[25]  Charlie C. L. Wang,et al.  Parameterization and parametric design of mannequins , 2005, Comput. Aided Des..

[26]  Marie-Eve Faust,et al.  A Proposal for a New Size Label to Assist Consumers in Finding Well-fitting Women’s Clothing, Especially Pants: An Analysis of Size USA Female Data and Women’s Ready-to-wear Pants for North American Companies , 2009 .

[27]  Tae Jin Kang,et al.  Regeneration of 3D body scan data using semi‐implicit particle‐based method , 2010 .

[28]  A. Wald,et al.  On Stochastic Limit and Order Relationships , 1943 .

[29]  Ilya S. Molchanov,et al.  Averaging of Random Sets Based on Their Distance Functions , 2004, Journal of Mathematical Imaging and Vision.

[30]  Susan P. Ashdown,et al.  Development of an Automated Process for the Creation of a Basic Skirt Block Pattern from 3D Body Scan Data , 2006 .

[31]  Hongyu Guo,et al.  Human Body Shape Prediction and Analysis Using Predictive Clustering Tree , 2011, 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission.

[32]  G. Matheron Random Sets and Integral Geometry , 1976 .

[33]  Alexandra De Raeve,et al.  Mass Customization, Business Model for the Future of Fashion Industry , 2012 .

[34]  Z. Artstein,et al.  A Strong Law of Large Numbers for Random Compact Sets , 1975 .

[35]  Lucy E. Dunne,et al.  A Study of Automated Custom Fit: Readiness of the Technology for the Apparel Industry , 2006 .

[36]  Marc Rioux,et al.  Characterizing human shape variation using 3D anthropometric data , 2006, The Visual Computer.

[37]  Noel A Cressie,et al.  Statistics for Spatial Data. , 1992 .

[38]  Balázs Csanád Csáji,et al.  Efficient Clothing Fitting from Data , 2004, WSCG.

[39]  Jayashankar M. Swaminathan,et al.  MASS CUSTOMIZATION , 2010 .

[40]  R. Aumann INTEGRALS OF SET-VALUED FUNCTIONS , 1965 .