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A Novel Face Recognition Approach Based on Two-Step Test Sample Representation
Joint Authors
Liu, Zun-xiong
Huang, Zhi-qiang
Zhang, Heng
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-03-19
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Abstract EN
The two-step test sample representation method is proposed for face recognition.
It first identifies k “representative” samples from each category training samples for the test sample then produces a weighted sum of all the “representative” samples that well approximates the test sample.
This method assigns the test sample to the class whose training samples have the smallest deviation from the test sample.
As the method proposed in this paper is able to reduce the side-effect of the other training samples that are very “far” from the test sample on the recognition decision of the test sample, the high recognition rates can be obtained.
American Psychological Association (APA)
Liu, Zun-xiong& Huang, Zhi-qiang& Zhang, Heng. 2013. A Novel Face Recognition Approach Based on Two-Step Test Sample Representation. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-6.
https://search.emarefa.net/detail/BIM-1011066
Modern Language Association (MLA)
Liu, Zun-xiong…[et al.]. A Novel Face Recognition Approach Based on Two-Step Test Sample Representation. Mathematical Problems in Engineering No. 2013 (2013), pp.1-6.
https://search.emarefa.net/detail/BIM-1011066
American Medical Association (AMA)
Liu, Zun-xiong& Huang, Zhi-qiang& Zhang, Heng. A Novel Face Recognition Approach Based on Two-Step Test Sample Representation. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-6.
https://search.emarefa.net/detail/BIM-1011066
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1011066