Gabor-Boosting Face Recognition

Name: Gabor-Boosting Face Recognition
Brand: VDM Verlag Dr. Müller
SKU: 9783639214604
Price: 405.53 RON
Availability: InStock

From Machine Learning Perspective

Autor: Mian Zhou

Limbă:

Legare: Carte broșată

Editura: VDM Verlag Dr. Müller

Disponibilitate: La editor doar la comandă

Expediem în 17-27 zile

405.53 lei

In the past decade, face recognition has received much attention by both the commercial and public s...

Informații despre carte

Autor

Mian Zhou

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2009

Pagini

256

EAN

9783639214604

Enbook ID

06829349

Editura

VDM Verlag Dr. Müller

Greutate

394

Dimensiuni

151 x 220 x 19

Descriere completă

In the past decade, face recognition has received much attention by both the commercial and public sectors in biometrics. This book describes a highly accurate appearance-based approach for face recognition - Gabor-Boosting.The strong performance of the Gabor-Boosting face recognition is highlighted by combining three key leading edge techniques - Gabor wavelet transform, AdaBoost, Support Vector Machine (SVM). The Gabor wavelet transform is used to extract features which describe texture variations of human faces. The AdaBoost algorithm is used to select most significant features which represent different individuals. The SVM constructs a classifier with high recognition accuracy. The Gabor-Boosting face recognition is extended into multi-class classification domain. The results show that the performance is improved by applying loosely controlled face recognition in the multi-class classification. The Gabor-Boosting face recognition is robust under conditions of small number of examples and selection-bias. It gives no false detections for impostors and high acceptance rate for clients in face verification.

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Gabor-Boosting Face Recognition

From Machine Learning Perspective

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Descriere completă

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