Illumination Compensation for Face Recognition using only One Image
文献类型:期刊论文
作者 | Lin L(蔺蘭); Zhao G(赵戈); Tang YD(唐延东)![]() ![]() ![]() |
刊名 | 自动化学报
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出版日期 | 2013 |
卷号 | 39期号:12页码:2090-2099 |
关键词 | Face recognition geometric light-face model illumination compensation compensating angle |
ISSN号 | 0254-4156 |
产权排序 | 1 |
中文摘要 | To 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. |
收录类别 | EI ; CSCD |
资助信息 | National Natural Science Foundation of China (61102116) |
语种 | 英语 |
公开日期 | 2013-12-27 |
源URL | [http://ir.sia.cn/handle/173321/14059] ![]() |
专题 | 沈阳自动化研究所_机器人学研究室 |
推荐引用方式 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. |
入库方式: OAI收割
来源:沈阳自动化研究所
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