Using context information and local feature points in face clustering for consumer photos

Wei Ta Chu; Ya Lin Lee; Jen Yu Yu

doi:10.1109/ICASSP.2009.4959790

Using context information and local feature points in face clustering for consumer photos

Wei Ta Chu, Ya Lin Lee, Jen Yu Yu

資訊工程學系

研究成果: Conference contribution

5 引文斯高帕斯（Scopus）

摘要

We introduce local feature points to achieve face clustering for consumer photos. After combining eigenfaces with context information like clothes, we further investigate the usage of local feature points to match face images. The relationships between face images are constructed by feature matching and then described as a graph. Outliers in the results of preliminary clustering are detected and are reclustered according to matching characteristics. We report complete performance comparison for different datasets and show that the proposed method has superior performance than conventional approaches.

原文	English
主出版物標題	2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009
頁面	1141-1144
頁數	4
DOIs	https://doi.org/10.1109/ICASSP.2009.4959790
出版狀態	Published - 2009
事件	2009 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009 - Taipei, Taiwan 持續時間: 2009 4月 19 → 2009 4月 24

出版系列

名字	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
ISSN（列印）	1520-6149

Other

Other	2009 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009
國家/地區	Taiwan
城市	Taipei
期間	09-04-19 → 09-04-24

All Science Journal Classification (ASJC) codes

軟體
訊號處理
電氣與電子工程

存取文件

10.1109/ICASSP.2009.4959790

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引用此

Chu, W. T., Lee, Y. L., & Yu, J. Y. (2009). Using context information and local feature points in face clustering for consumer photos. 於 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009 (頁 1141-1144). [4959790] (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). https://doi.org/10.1109/ICASSP.2009.4959790

@inproceedings{6071e770cf864baebadb36f2a8b64e67,

title = "Using context information and local feature points in face clustering for consumer photos",

abstract = "We introduce local feature points to achieve face clustering for consumer photos. After combining eigenfaces with context information like clothes, we further investigate the usage of local feature points to match face images. The relationships between face images are constructed by feature matching and then described as a graph. Outliers in the results of preliminary clustering are detected and are reclustered according to matching characteristics. We report complete performance comparison for different datasets and show that the proposed method has superior performance than conventional approaches.",

author = "Chu, {Wei Ta} and Lee, {Ya Lin} and Yu, {Jen Yu}",

note = "Copyright: Copyright 2009 Elsevier B.V., All rights reserved.; 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009 ; Conference date: 19-04-2009 Through 24-04-2009",

year = "2009",

doi = "10.1109/ICASSP.2009.4959790",

language = "English",

isbn = "9781424423545",

series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",

pages = "1141--1144",

booktitle = "2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009",

}

Chu, WT, Lee, YL & Yu, JY 2009, Using context information and local feature points in face clustering for consumer photos. 於 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009., 4959790, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 頁 1141-1144, 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009, Taipei, Taiwan, 09-04-19. https://doi.org/10.1109/ICASSP.2009.4959790

Using context information and local feature points in face clustering for consumer photos. / Chu, Wei Ta; Lee, Ya Lin; Yu, Jen Yu.

2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009. 2009. p. 1141-1144 4959790 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

研究成果: Conference contribution

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T1 - Using context information and local feature points in face clustering for consumer photos

AU - Chu, Wei Ta

AU - Lee, Ya Lin

AU - Yu, Jen Yu

PY - 2009

Y1 - 2009

N2 - We introduce local feature points to achieve face clustering for consumer photos. After combining eigenfaces with context information like clothes, we further investigate the usage of local feature points to match face images. The relationships between face images are constructed by feature matching and then described as a graph. Outliers in the results of preliminary clustering are detected and are reclustered according to matching characteristics. We report complete performance comparison for different datasets and show that the proposed method has superior performance than conventional approaches.

AB - We introduce local feature points to achieve face clustering for consumer photos. After combining eigenfaces with context information like clothes, we further investigate the usage of local feature points to match face images. The relationships between face images are constructed by feature matching and then described as a graph. Outliers in the results of preliminary clustering are detected and are reclustered according to matching characteristics. We report complete performance comparison for different datasets and show that the proposed method has superior performance than conventional approaches.

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U2 - 10.1109/ICASSP.2009.4959790

DO - 10.1109/ICASSP.2009.4959790

M3 - Conference contribution

AN - SCOPUS:70349210340

SN - 9781424423545

T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

SP - 1141

EP - 1144

BT - 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009

T2 - 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009

Y2 - 19 April 2009 through 24 April 2009

ER -

Chu WT, Lee YL, Yu JY. Using context information and local feature points in face clustering for consumer photos. 於 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009. 2009. p. 1141-1144. 4959790. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). https://doi.org/10.1109/ICASSP.2009.4959790

Using context information and local feature points in face clustering for consumer photos

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