Regularized Discriminative Spectral Regression Method for Heterogeneous Face Matching

	Regularized Discriminative Spectral Regression Method for Heterogeneous Face Matching
	Huang, Xiangsheng; Lei, Zhen; Fan, Mingyu; Wang, Xiao; Li, Stan Z.
发表期刊	IEEE TRANSACTIONS ON IMAGE PROCESSING
	2013
卷号	22 期号:1;1 页码:353-362
文章类型	Article
摘要	Face recognition is confronted with situations in which face images are captured in various modalities, such as the visual modality, the near infrared modality, and the sketch modality. This is known as heterogeneous face recognition. To solve this problem, we propose a new method called discriminative spectral regression (DSR). The DSR maps heterogeneous face images into a common discriminative subspace in which robust classification can be achieved. In the proposed method, the subspace learning problem is transformed into a least squares problem. Different mappings should map heterogeneous images from the same class close to each other, while images from different classes should be separated as far as possible. To realize this, we introduce two novel regularization terms, which reflect the category relationships among data, into the least squares approach. Experiments conducted on two heterogeneous face databases validate the superiority of the proposed method over the previous methods.
关键词	Discriminative Regularization Face Recognition Heterogeneous Data Processing Spectral Regression Subspace Learning
WOS标题词	Science & Technology ; Technology
关键词[WOS]	RECOGNITION ; IMAGES
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000312892000028
引用统计	被引频次：66[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/173211/40901
专题	复杂系统认知与决策实验室_听觉模型与认知计算
推荐引用方式 GB/T 7714	Huang, Xiangsheng,Lei, Zhen,Fan, Mingyu,et al. Regularized Discriminative Spectral Regression Method for Heterogeneous Face Matching[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2013,22(1;1):353-362.
APA	Huang, Xiangsheng,Lei, Zhen,Fan, Mingyu,Wang, Xiao,&Li, Stan Z..(2013).Regularized Discriminative Spectral Regression Method for Heterogeneous Face Matching.IEEE TRANSACTIONS ON IMAGE PROCESSING,22(1;1),353-362.
MLA	Huang, Xiangsheng,et al."Regularized Discriminative Spectral Regression Method for Heterogeneous Face Matching".IEEE TRANSACTIONS ON IMAGE PROCESSING 22.1;1(2013):353-362.