%0 Journal Article %T Sparse Representation Based Face Recognition Algorithm
基于稀疏表示的人脸识别方法 %A YANG Rong-gen %A REN Ming-wu %A YANG Jing-yu %A
杨荣根 %A 任明武 %A 杨静宇 %J 计算机科学 %D 2010 %I %X We analyzed the mathematic essence of sparse representation, sparse regularized signal decomposition. Studied a sparse representation algorithm of orthogonal matching pursuit Using the matrix Cholesky decomposition,we realined the OMP algorithm a fast version. We cast the recognition problem as one of classifying among multiple linear regression models and developed a new framework from sparse signal representation. We viewed a test sample as the linear combination of training samples. We conducted experiments on face recognition to verify the efficacy of the proposed algorithm. %K Sparse representation %K Sparse coding %K Compressed sensing %K Orthogonal matching pursuit %K Feature extraction
稀疏表示 %K 稀疏编码 %K 压缩感知 %K 正交匹配追踪 %K 特征提取 %U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=64A12D73428C8B8DBFB978D04DFEB3C1&aid=613FF78BB4B3630A3447A5768F7CAFEA&yid=140ECF96957D60B2&vid=42425781F0B1C26E&iid=9CF7A0430CBB2DFD&sid=866F8A6B640835A7&eid=1A363081E1FF7014&journal_id=1002-137X&journal_name=计算机科学&referenced_num=0&reference_num=13