Comparison study on SVD-based face classification

Yong Xu; Yingnan Zhao

doi:10.1109/IIH-MSP.2006.265013

Comparison study on SVD-based face classification

Yong Xu^*
, Yingnan Zhao

^*Corresponding author for this work

Harbin Institute of Technology Shenzhen
Jishou University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

In this paper, a novel SVD-based method is developed to classify face images. The experimental results show that the novel method outperforms the existing SVD-based face recognition methods. In addition, we investigate the performances on face recognition of singular values, left and right singular vectors generated from SVD and assess the existing SVD-based face recognition methods. It appears that by compared with singular values and singular vectors, SVD-based reconstruction images are more useful in classifying face images. In practice, through the SVD-based image reconstruction process, we may weaken the side effects on face classification of varying imaging conditions and facial expressions.

Original language	English
Title of host publication	Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006
Pages	343-346
Number of pages	4
DOIs	https://doi.org/10.1109/IIH-MSP.2006.265013
State	Published - 2006
Externally published	Yes
Event	2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006 - Pasadena, CA, United States Duration: 18 Dec 2006 → 20 Dec 2006

Publication series

Name	Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006

Conference

Conference	2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006
Country/Territory	United States
City	Pasadena, CA
Period	18/12/06 → 20/12/06

Access to Document

10.1109/IIH-MSP.2006.265013

Cite this

Xu, Y., & Zhao, Y. (2006). Comparison study on SVD-based face classification. In Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006 (pp. 343-346). Article 4041733 (Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006). https://doi.org/10.1109/IIH-MSP.2006.265013

@inproceedings{df1bc4bd58f74b27815709ffbf89851f,

title = "Comparison study on SVD-based face classification",

abstract = "In this paper, a novel SVD-based method is developed to classify face images. The experimental results show that the novel method outperforms the existing SVD-based face recognition methods. In addition, we investigate the performances on face recognition of singular values, left and right singular vectors generated from SVD and assess the existing SVD-based face recognition methods. It appears that by compared with singular values and singular vectors, SVD-based reconstruction images are more useful in classifying face images. In practice, through the SVD-based image reconstruction process, we may weaken the side effects on face classification of varying imaging conditions and facial expressions.",

author = "Yong Xu and Yingnan Zhao",

year = "2006",

doi = "10.1109/IIH-MSP.2006.265013",

language = "英语",

isbn = "0769527450",

series = "Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006",

pages = "343--346",

booktitle = "Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006",

note = "2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006 ; Conference date: 18-12-2006 Through 20-12-2006",

}

Xu, Y & Zhao, Y 2006, Comparison study on SVD-based face classification. in Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006., 4041733, Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006, pp. 343-346, 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006, Pasadena, CA, United States, 18/12/06. https://doi.org/10.1109/IIH-MSP.2006.265013

Comparison study on SVD-based face classification. / Xu, Yong; Zhao, Yingnan.
Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006. 2006. p. 343-346 4041733 (Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Comparison study on SVD-based face classification

AU - Xu, Yong

AU - Zhao, Yingnan

PY - 2006

Y1 - 2006

N2 - In this paper, a novel SVD-based method is developed to classify face images. The experimental results show that the novel method outperforms the existing SVD-based face recognition methods. In addition, we investigate the performances on face recognition of singular values, left and right singular vectors generated from SVD and assess the existing SVD-based face recognition methods. It appears that by compared with singular values and singular vectors, SVD-based reconstruction images are more useful in classifying face images. In practice, through the SVD-based image reconstruction process, we may weaken the side effects on face classification of varying imaging conditions and facial expressions.

AB - In this paper, a novel SVD-based method is developed to classify face images. The experimental results show that the novel method outperforms the existing SVD-based face recognition methods. In addition, we investigate the performances on face recognition of singular values, left and right singular vectors generated from SVD and assess the existing SVD-based face recognition methods. It appears that by compared with singular values and singular vectors, SVD-based reconstruction images are more useful in classifying face images. In practice, through the SVD-based image reconstruction process, we may weaken the side effects on face classification of varying imaging conditions and facial expressions.

UR - https://www.scopus.com/pages/publications/40349108863

U2 - 10.1109/IIH-MSP.2006.265013

DO - 10.1109/IIH-MSP.2006.265013

M3 - 会议稿件

AN - SCOPUS:40349108863

SN - 0769527450

SN - 9780769527451

T3 - Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006

SP - 343

EP - 346

BT - Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006

T2 - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006

Y2 - 18 December 2006 through 20 December 2006

ER -

Xu Y, Zhao Y. Comparison study on SVD-based face classification. In Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006. 2006. p. 343-346. 4041733. (Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006). doi: 10.1109/IIH-MSP.2006.265013

Comparison study on SVD-based face classification

Abstract

Publication series

Conference

Access to Document

Other files and links

Fingerprint

Cite this