Modeling 3D human body with a smart vest

被引:11
作者
Xu, Haocan [1 ]
Li, Jituo [1 ]
Lu, Guodong [1 ]
Deng, Haijin [1 ]
Zhang, Dongliang [2 ]
Ye, Juntao [3 ]
机构
[1] Zhejiang Univ, Sch Mech Engn, Inst Design Engn, Hangzhou 310027, Zhejiang, Peoples R China
[2] Zhejiang Univ, Int Design Inst, Hangzhou 310058, Zhejiang, Peoples R China
[3] Chinese Acad Sci, Inst Automat, NLPR, Beijing 100190, Peoples R China
来源
COMPUTERS & GRAPHICS-UK | 2018年 / 75卷
基金
中国国家自然科学基金;
关键词
3D human body modeling; Feature curve; Neural network; Smart vest; FAST CAPTURE; SHAPES; RECONSTRUCTION; GARMENTS; AVATAR; POSE;
D O I
10.1016/j.cag.2018.07.005
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A novel human body reconstruction method based on measuring human body feature curves is proposed in this paper. Feature curves reflecting the cross section shape of human body are obtained by reconstructing the shapes of flexible tapes on an easy-to-operate smart vest that is dressed on the user. These tapes are specially marked to make the length of curves and spatial position on each marker perceptible, when the user rotates in front of a binocular stereo system. Taking these perceived geometric information as the input, precise feature curves are computed by solving a constrained optimization function. Individual human model is then generated by mapping the feature curves onto human shape space based on a multilayer neural network. Comparative experiments prove that our approach provides a low-costs way to reconstruct human models with competitive geometric precision (about 8mm point-to-point distance). Our approach can be potentially applied in many human body related product industries. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:44 / 58
页数:15
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