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2010
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A Fast Extension for Sparse Representation on Robust Face Recognition

11 years 8 months ago
A Fast Extension for Sparse Representation on Robust Face Recognition
We extend a recent Sparse Representation-based Classification (SRC) algorithm for face recognition to work on 2D images directly, aiming to reduce the computational complexity whilst still maintaining performance. Our contributions include: (1) a new 2D extension of SRC algorithm; (2) an incremental computing procedure which can reduce the eigen decomposition expense of each 2D-SRC for sequential input data; and (3) extensive numerical studies to validate the proposed methods. Keywords-Compressive Sensing; Sparse Representation; Face Recognition; Incremental Learning
Hui-Ning Qiu, Duc-Son Pham, Wanquan Liu, Svetha Ve
Added 12 Oct 2010
Updated 12 Oct 2010
Type Conference
Year 2010
Where ICPR
Authors Hui-Ning Qiu, Duc-Son Pham, Wanquan Liu, Svetha Venkatesh, Jian-Huang Lai
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