A study on the effective approach to illumination-invariant face recognition based on a single image
Zhang jiapei; Xie xiaohua
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
内容类型会议论文
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.
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