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Sparse Representation Based Face Recognition Algorithm
基于稀疏表示的人脸识别方法

Keywords: Sparse representation,Sparse coding,Compressed sensing,Orthogonal matching pursuit,Feature extraction
稀疏表示
,稀疏编码,压缩感知,正交匹配追踪,特征提取

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Abstract:

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.

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