Data-driven 3D human head reconstruction

被引:7
|
作者
He, Huayun [1 ]
Li, Guiqing [1 ]
Ye, Zehao [1 ]
Mao, Aihua [1 ]
Xian, Chuhua [1 ]
Nie, Yongwei [1 ]
机构
[1] South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Guangdong, Peoples R China
来源
COMPUTERS & GRAPHICS-UK | 2019年 / 80卷
关键词
Face modeling; Hair modeling; Parametric model; Hair database; Face hair segmentation;
D O I
10.1016/j.cag.2019.03.008
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper proposes a framework for reconstructing 3D human head models from a single image. Firstly, a preprocessing system for images is designed. The image is automatically segmented using convolutional neural network. The Gabor filter is used to extract the direction of the hair, and a optional manual interaction is used to modify the results. Secondly, the parameters of the FLAME face parametric model are solved by using landmark points as constraint. The high-frequency information of the face image is used to enhance the detail, and the texture map is complemented by the albedo parameterized model. Finally, a strip mesh hair database is constructed, and the hair in the image is reconstructed by using this database and the information extracted from the image. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页码:85 / 96
页数:12
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