DocumentCode :
2066568
Title :
Detection of human faces in visual scenes
Author :
Karungaru, Stephen ; Fukumi, Minoru ; Akamatsu, Norio
Author_Institution :
Tokushima Univ., Japan
fYear :
2001
fDate :
18-21 Nov. 2001
Firstpage :
165
Lastpage :
170
Abstract :
This paper presents a neural network based high-speed system to detect faces in any visual scene. This paper proposes a high-speed and accurate method to search for human faces using a "Knowledge" pruned small sized neural network, and skin colour detection using threshold method with confirmation by a skin colour detection neural network (TSCD). This project is made up of two parts: the face detecting system (FDS) and the TSCD. The FDS that is used to detect faces is made up of a knowledge pruned face locator, a down sampler, and a merger. The TSCD does a high-speed reduction of the face search area to skin regions (and then to face candidates). The TSCD assumes, correctly, that a human face (without wearing any mask or painting) in a visual scene can only be found in a skin colour region. However, all skin regions containing faces must be found otherwise the overall system accuracy goes down.
Keywords :
face recognition; neural nets; face detecting system; human faces detection; neural network based high-speed system; skin colour detection; skin colour detection neural network; visual scenes; Brightness; Chromium; Computer displays; Face detection; Histograms; Humans; Layout; Neural networks; Pixel; Skin;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Systems Conference, The Seventh Australian and New Zealand 2001
Print_ISBN :
1-74052-061-0
Type :
conf
DOI :
10.1109/ANZIIS.2001.974070
Filename :
974070
Link To Document :
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