Analysis of human faces using a measurement-based skin reflectance model

被引:198
作者
Weyrich, Tim [1 ]
Matusik, Wojciech
Pfister, Hanspeter
Bickel, Bernd
Donner, Craig
Tu, Chien
McAndless, Janet
Lee, Jinho
Ngan, Addy
Jensen, Henrik Wann
Gross, Markus
机构
[1] Swiss Fed Inst Technol, Zurich, Switzerland
[2] MERL, Cambridge, MA USA
[3] UCSD, La Jolla, CA USA
[4] MIT, Cambridge, MA 02139 USA
来源
ACM TRANSACTIONS ON GRAPHICS | 2006年 / 25卷 / 03期
关键词
face modeling; reflection models; data-driven models;
D O I
10.1145/1141911.1141987
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We have measured 3D face geometry, skin reflectance, and subsurface scattering using custom-built devices for 149 subjects of varying age, gender, and race. We developed a novel skin reflectance model whose parameters can be estimated from measurements. The model decomposes the large amount of measured skin data into a spatially-varying analytic BRDF, a diffuse albedo map, and diffuse subsurface scattering. Our model is intuitive, physically plausible, and-since we do not use the original measured data-easy to edit as well. High-quality renderings come close to reproducing real photographs. The analysis of the model parameters for our sample population reveals variations according to subject age, gender, skin type, and external factors (e.g., sweat, cold, or makeup). Using our statistics, a user can edit the overall appearance of a face (e.g., changing skin type and age) or change small-scale features using texture synthesis (e.g., adding moles and freckles). We are making the collected statistics publicly available to the research community for applications in face synthesis and analysis.
引用
收藏
页码:1013 / 1024
页数:12
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