NDLI: A General Discriminant Model for Color Face Recognition

Content Provider	IEEE Xplore Digital Library
Author	Jian Yang Chengjun Liu
Copyright Year	2007
Description	Author affiliation: New Jersey Inst. of Technol., Newark (Jian Yang; Chengjun Liu)
Abstract	This paper presents a general discriminant model (GDM) for color face recognition. The GDM model involves two sets of variables: a set of color component combination coefficients for color image representation and a set of projection basis vectors for image discrimination. An iterative whitening-maximization (IWM) algorithm is designed to find the optimal solution of the model. The proposed algorithm is further extended to generate three color components (like the three color components of RGB color images) for further improving the face recognition performance. Experiments using the face recognition grand challenge (FRGC) database and the biometric experimentation environment (BEE) system show the effectiveness of the proposed model and algorithm. In particular, for the most challenging FRGC version 2 Experiment 4, which contains 12,776 training images, 16,028 controlled target images, and 8,014 uncontrolled query images, the proposed method achieves the face verification rate (ROC III) of 74.91% at the false accept rate of 0.1%.
Starting Page	1
Ending Page	6
File Size	352982
Page Count	6
File Format	PDF
ISBN	9781424416301
ISSN	15505499
DOI	10.1109/ICCV.2007.4409070
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-10-14
Publisher Place	Brazil
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Face recognition Color Image recognition Iterative algorithms Image databases Face detection Gray-scale Computer science Algorithm design and analysis Biometrics
Content Type	Text
Resource Type	Article
Subject	Computer Vision and Pattern Recognition Software

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3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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