A study on the effective approach to illumination-invariant face recognition based on a single image
文献类型:会议论文
作者 | Zhang jiapei; Xie xiaohua |
出版日期 | 2012 |
会议名称 | 7th Chinese Conference on Biometric Recognition, CCBR 2012 |
会议地点 | Guangzhou, China |
英文摘要 | In this paper, the methods for single image-based face recognition under varying lighting are reviewed. Meanwhile, some representative methods as well as their combinations are evaluated by experiments, and the underlying principle of the experimental results is investigated. According to our investigation, it is almost impossible to attain a satisfied face recognition result by using only one facial descriptor/representation especially under drastically varying illuminations. However,the "two-step" framework, including an illumination preprocessing and an illumination-insensitive facial features extraction, could be an effective approach toaddressing this problem. We further study what are the appropriate illumination preprocessing and feature extraction for this framework. © 2012 Springer-Verlag.(38 refs) |
收录类别 | EI |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/4264] ![]() |
专题 | 深圳先进技术研究院_数字所 |
作者单位 | 2012 |
推荐引用方式 GB/T 7714 | Zhang jiapei,Xie xiaohua. A study on the effective approach to illumination-invariant face recognition based on a single image[C]. 见:7th Chinese Conference on Biometric Recognition, CCBR 2012. Guangzhou, China. |
入库方式: OAI收割
来源:深圳先进技术研究院
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