Reconstruction of partially damaged face images based on a morphable face model

被引:74
作者
Hwang, BW
Lee, SW
机构
[1] VirtualMedia Inc, Kangnam Gu, Seoul 135080, South Korea
[2] Korea Univ, Dept Comp Sci & Engn, Seongbuk Ku, Seoul 136701, South Korea
关键词
face reconstruction; face synthesis; morphable face model; leastsquare minimization; damaged face;
D O I
10.1109/TPAMI.2003.1182099
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a method for reconstructing partially damaged faces based on a morphable face model. Faces are modeled by linear combinations of prototypes of shape and texture. With the shape and texture information from an undamaged region only, we can estimate optimal coefficients for linear combinations of prototypes of shape and texture by simple projection for least-square minimization (LSM). Our experimental results show that reconstructed faces are very natural and plausible like real photos.
引用
收藏
页码:365 / 372
页数:8
相关论文
共 13 条
[1]   Image representations for visual learning [J].
Beymer, D ;
Poggio, T .
SCIENCE, 1996, 272 (5270) :1905-1909
[2]  
BEYMER D, 1993, 80 CBCL MIT
[3]   A morphable model for the synthesis of 3D faces [J].
Blanz, V ;
Vetter, T .
SIGGRAPH 99 CONFERENCE PROCEEDINGS, 1999, :187-194
[4]  
Hwang BW, 2000, INT C PATT RECOG, P838, DOI 10.1109/ICPR.2000.906205
[5]   Top-down learning of low-level vision tasks [J].
Jones, MJ ;
Sinha, P ;
Vetter, T ;
Poggio, T .
CURRENT BIOLOGY, 1997, 7 (12) :991-994
[6]   Multidimensional morphable models: A framework for representing and matching object classes [J].
Jones, MJ ;
Poggio, T .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1998, 29 (02) :107-131
[8]  
POGGIO T, 1992, 69 CBIP MIT
[9]  
SAITO Y, 1999, P INT C IM PROC, V4, P197
[10]  
Strang G., 1988, LINEAR ALGEBRA ITS A, P442