Face Image Relighting Using Locally Constrained Global Optimization

被引:0
作者
Chen, Jiansheng [1 ]
Su, Guangda [1 ]
He, Jinping [1 ]
Ben, Shenglan [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing, Peoples R China
来源
COMPUTER VISION-ECCV 2010, PT IV | 2010年 / 6314卷
关键词
face image; relighting; illumination; optimization; ratio image; ILLUMINATION; RECOGNITION; REFLECTANCE; IRRADIANCE; MODELS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A face image relighting method using locally constrained global optimization is presented in this paper. Based on the empirical fact that common radiance environments are locally homogeneous, we propose to use an optimization based solution in which local linear adjustments are performed on overlapping windows throughout the input image. As such, local textures and global smoothness of the input image can be preserved simultaneously when applying the illumination transformation. Experimental results demonstrate the effectiveness of the proposed method comparing to some previous approaches.
引用
收藏
页码:44 / 57
页数:14
相关论文
共 26 条
[1]  
[Anonymous], P IEEE CVPR
[2]   Lambertian reflectance and linear subspaces [J].
Basri, R ;
Jacobs, DW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (02) :218-233
[3]  
BOOKSTEIN FL, 1989, IEEE T PAMI, V11
[4]  
Boyd S., 2004, CONVEX OPTIMIZATION, VFirst, DOI DOI 10.1017/CBO9780511804441
[5]   Active appearance models [J].
Cootes, TF ;
Edwards, GJ ;
Taylor, CJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (06) :681-685
[6]  
Debevec P, 2000, COMP GRAPH, P145, DOI 10.1145/344779.344855
[7]   Fast active appearance model search using canonical correlation analysis [J].
Donner, Rene ;
Reiter, Michael ;
Langs, Georg ;
Peloschek, Philipp ;
Bischof, Horst .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (10) :1690-1694
[8]  
Gao W., 2008, IEEE T SMC A, V38
[9]   From few to many: Illumination cone models for face recognition under variable lighting and pose [J].
Georghiades, AS ;
Belhumeur, PN ;
Kriegman, DJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (06) :643-660
[10]   Compressing large polygonal models [J].
Ho, J ;
Lee, KC ;
Kriegman, D .
VISUALIZATION 2001, PROCEEDINGS, 2001, :357-362