SIA OpenIR  > 机器人学研究室
Illumination Compensation for Face Recognition using only One Image
Lin L(蔺蘭); Zhao G(赵戈); Tang YD(唐延东); Tian JD(田建东); He SY(何思远)
Department机器人学研究室
Source Publication自动化学报
ISSN0254-4156
2013
Volume39Issue:12Pages:2090-2099
Indexed ByEI ; CSCD
EI Accession number20140217188168
CSCD IDCSCD:5018017
Contribution Rank1
Funding OrganizationNational Natural Science Foundation of China (61102116)
KeywordFace Recognition Geometric Light-face Model Illumination Compensation Compensating Angle
AbstractTo reduce the negative impact of illumination on face recognition, we propose a new illumination compensation method based on image invariant calculation. This invariant (the sum of compensating angles, SCA) is calculated by summing two lighting angles in the proper-compensated state. The SCA only depends on single light source and can be computed only once for a lighting system. Based on the Frankfurt horizontal plane of a human skull, we propose a geometric face model of human skull structure. According to our face model, the compensating angle is calculated from the SCA for a face image taken in the same lighting system. With this compensating angle, the illumination compensation for a face image is done by an additive operation. The experimental results validate our method on the Yale B face database. Compared with Choi0s methods, our method makes obvious improvement on images with large lighting angle, and is more robust to light change in both horizontal and vertical directions.
Language英语
Citation statistics
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/14059
Collection机器人学研究室
Corresponding AuthorTang YD(唐延东)
Affiliation1.State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.University of Chinese Academy of Sciences, Beijing 100049, China
3.School of Automation, Shenyang Institute of Engineering, Shenyang 110136, China
Recommended Citation
GB/T 7714
Lin L,Zhao G,Tang YD,et al. Illumination Compensation for Face Recognition using only One Image[J]. 自动化学报,2013,39(12):2090-2099.
APA Lin L,Zhao G,Tang YD,Tian JD,&He SY.(2013).Illumination Compensation for Face Recognition using only One Image.自动化学报,39(12),2090-2099.
MLA Lin L,et al."Illumination Compensation for Face Recognition using only One Image".自动化学报 39.12(2013):2090-2099.
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