NDLI: Local Correlation Classification and Its Application to Face Recognition Across Illumination

Content Provider	IEEE Xplore Digital Library
Author	Yong Xu Jing-Yu Yang Zhong Jin Yu-Jie Zheng
Copyright Year	2006
Description	Author affiliation: Bio-computing Res. Center, Harbin Inst. of Technol., Shenzhen (Yong Xu)
Abstract	In this paper, a real face image is regarded as the result of adding the so-called "standard" face image under an ideal illumination condition to the corresponding "error image", which reflects the imaging difference between the real illumination and the ideal illumination. Furthermore, based on two propositions, we infer that for two images of the same face the correlation between two corresponding areas of the two images will be great enough, while the one between two corresponding areas of two face images of two different individuals will be low. From the viewpoint, a classification algorithm, which is based on a specific definition of correlation between two image areas, is developed. It is computationally tractable and may be regarded as one normalization method. Differing from other normalization methods, this algorithm need not explicitly normalize one face image. The experiment shows that the algorithm is efficient and very excellent for categorizing frontal faces with varying illuminations
Sponsorship	IEEE Syst., Man and Cybernetics Hebei Univ.
Starting Page	3277
Ending Page	3281
File Size	191872
Page Count	5
File Format	PDF
ISBN	1424400619
DOI	10.1109/ICMLC.2006.258440
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2006-08-13
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Face recognition Lighting Pixel Principal component analysis Application software Computer science Classification algorithms Pattern recognition Feature extraction Image recognition local correlation classification varying illuminations PCA
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
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
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in