Improving iris recognition accuracy via cascaded classifiers

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	Improving iris recognition accuracy via cascaded classifiers
	Sun, ZN; Wang, YH; Tan, TN; Cui, JL; Zhang, D; Jain, AK
发表期刊	BIOMETRIC AUTHENTICATION, PROCEEDINGS
	2004
卷号	3072 页码:418-425
文章类型	Article
摘要	As a reliable approach to human identification, iris recognition has received increasing attention in recent years. In the literature of iris recognition, local feature of image details has been verified as an efficient iris signature. But measurements from minutiae are easily affected by noises, which greatly limits the system's accuracy. When the matching score between two intra-class iris images is near the local feature based classifier's (LFC) decision boundary, the poor quality iris images are usually involved in matching. Then a novel iris blob matching algorithm is resorted to make the recognition decision which is more robust than the LFC in the noisy environment. The extensive experimental results demonstrate that the cascading scheme significantly outperforms individual classifier in terms of accuracy and robustness.
WOS标题词	Science & Technology ; Technology
关键词[WOS]	WAVELET TRANSFORM
收录类别	ISTP ; SCI
语种	英语
WOS研究方向	Computer Science ; Imaging Science & Photographic Technology
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Imaging Science & Photographic Technology
WOS记录号	WOS:000222868800058
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/7974
专题	智能感知与计算研究中心
作者单位	Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Ctr Biometr Authenticat & Testing, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Sun, ZN,Wang, YH,Tan, TN,et al. Improving iris recognition accuracy via cascaded classifiers[J]. BIOMETRIC AUTHENTICATION, PROCEEDINGS,2004,3072:418-425.
APA	Sun, ZN,Wang, YH,Tan, TN,Cui, JL,Zhang, D,&Jain, AK.(2004).Improving iris recognition accuracy via cascaded classifiers.BIOMETRIC AUTHENTICATION, PROCEEDINGS,3072,418-425.
MLA	Sun, ZN,et al."Improving iris recognition accuracy via cascaded classifiers".BIOMETRIC AUTHENTICATION, PROCEEDINGS 3072(2004):418-425.