Presentation 2001/11/8
Selective Integration of Local Certainties of Face for Face Detection
Toshihiko KAKU, Takio KURITA,
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Abstract(in English) This paper presents a selective integration method of local classifiers for face detection. Local classifiers are assigned to each pixel in the template face image and are trained by linear discriminant analysis to classify "face" and "not face" using the local features around the pixel. These simple local classifiers are selectively integrated by using the simple distance measure. The selection of the classifiers is determined in terms of the classification ability to the unknown face and non-face images (cross validation). Such selective integration can reduce the misclassifications and improve the face detection.
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Keyword(in English) face detection / photograph / discriminant analysis / feature selection / integration of local decision
Paper # PRMU2001-118,HIP2001-21,MVE2001-80
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Committee HIP
Conference Date 2001/11/8(1days)
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Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Selective Integration of Local Certainties of Face for Face Detection
Sub Title (in English)
Keyword(1) face detection
Keyword(2) photograph
Keyword(3) discriminant analysis
Keyword(4) feature selection
Keyword(5) integration of local decision
1st Author's Name Toshihiko KAKU
1st Author's Affiliation Fuji Photo Film, Miyanodai Technology Development Center()
2nd Author's Name Takio KURITA
2nd Author's Affiliation Neuroscience Research Institute, National Institute of Advanced Industrial Science and Technology (AIST)
Date 2001/11/8
Paper # PRMU2001-118,HIP2001-21,MVE2001-80
Volume (vol) vol.101
Number (no) 423
Page pp.pp.-
#Pages 6
Date of Issue