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On-line Access: 2024-08-27

Received: 2023-10-17

Revision Accepted: 2024-05-08

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Journal of Zhejiang University SCIENCE A 2007 Vol.8 No.1 P.72-78

http://doi.org/10.1631/jzus.2007.A0072


Multi-face detection based on downsampling and modified subtractive clustering for color images


Author(s):  KONG Wan-zeng, ZHU Shan-an

Affiliation(s):  School of Electrical Engineering, Zhejiang University, Hangzhou 310027, China

Corresponding email(s):   kwzzju@126.com

Key Words:  Multi-face detection, Skin color, Modified subtractive clustering, Downsampling


KONG Wan-zeng, ZHU Shan-an. Multi-face detection based on downsampling and modified subtractive clustering for color images[J]. Journal of Zhejiang University Science A, 2007, 8(1): 72-78.

@article{title="Multi-face detection based on downsampling and modified subtractive clustering for color images",
author="KONG Wan-zeng, ZHU Shan-an",
journal="Journal of Zhejiang University Science A",
volume="8",
number="1",
pages="72-78",
year="2007",
publisher="Zhejiang University Press & Springer",
doi="10.1631/jzus.2007.A0072"
}

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%T Multi-face detection based on downsampling and modified subtractive clustering for color images
%A KONG Wan-zeng
%A ZHU Shan-an
%J Journal of Zhejiang University SCIENCE A
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%I Zhejiang University Press & Springer
%DOI 10.1631/jzus.2007.A0072

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T1 - Multi-face detection based on downsampling and modified subtractive clustering for color images
A1 - KONG Wan-zeng
A1 - ZHU Shan-an
J0 - Journal of Zhejiang University Science A
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EP - 78
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PB - Zhejiang University Press & Springer
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DOI - 10.1631/jzus.2007.A0072


Abstract: 
This paper presents a multi-face detection method for color images. The method is based on the assumption that faces are well separated from the background by skin color detection. These faces can be located by the proposed method which modifies the subtractive clustering. The modified clustering algorithm proposes a new definition of distance for multi-face detection, and its key parameters can be predetermined adaptively by statistical information of face objects in the image. downsampling is employed to reduce the computation of clustering and speed up the process of the proposed method. The effectiveness of the proposed method is illustrated by three experiments.

Darkslateblue:Affiliate; Royal Blue:Author; Turquoise:Article

Reference

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