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author:

Huang, Bafan (Huang, Bafan.) [1] | Deng, Kangkang (Deng, Kangkang.) [2]

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Abstract:

Sparse representation based classification (SRC) has gained great success in image recognition. In this paper, we propose a generalized CRC method, essentially a SRC using Euler sparse representation, for image classification. To be specific, our CRC first maps the image into a complex space by Euler representation with a negligible effect for outliers and illumination, and then performs a complex SRC method. We also present a fast and efficient algorithm to solve Euler SRC subproblems. Extensive experimental results illustrate that our method outperforms traditional SRC methods and achieves better performance for image classification. © 2019 IEEE.

Keyword:

Image classification Image recognition

Community:

  • [ 1 ] [Huang, Bafan]Fuzhou University, College of Mathematics and Computer Science, Fuzhou; 350108, China
  • [ 2 ] [Deng, Kangkang]Fuzhou University, Center of Discrete Mathematics and Theoretical Computer Science, Fuzhou; 350108, China

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Year: 2019

Page: 545-549

Language: English

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ESI Highly Cited Papers on the List: 0 Unfold All

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30 Days PV: 0

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