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Content Provider | IEEE Xplore Digital Library |
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Author | Shan Du Shehata, M. Badawy, W. |
Copyright Year | 2012 |
Description | Author affiliation: IntelliView Technol. Inc., Calgary, AB, Canada (Shan Du; Shehata, M.; Badawy, W.) |
Abstract | Varying illumination conditions affect the appearance of face images significantly. Thus, it severely degrades image-based face recognition performance. This paper presents a novel face image pre-processing approach that deals with the illumination problem to make face recognition robust to illumination variations. In the proposed method, logarithm transform is first used to convert a face image into logarithm domain. Then discrete cosine transform (DCT) coefficients of it are modified to remove illumination variations. The reconstructed log image by inverse DCT of the modified coefficients is used for the final recognition. We achieved 100% face recognition rate on Yale face database B. The proposed method requires no assumption on the light source and any prior information on 3-D face geometry. |
Sponsorship | IEEE Montreal Sect. |
Starting Page | 1 |
Ending Page | 4 |
File Size | 1913308 |
Page Count | 4 |
File Format | |
ISBN | 9781467314312 |
ISSN | 08407789 |
e-ISBN | 9781467314336 |
e-ISBN | 9781467314329 |
DOI | 10.1109/CCECE.2012.6335026 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-04-29 |
Publisher Place | Canada |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Lighting Discrete cosine transforms Face recognition Face Image reconstruction Databases face recognition Discrete cosine transform (DCT) logarithm transform coefficients modification illumination preprocessing |
Content Type | Text |
Resource Type | Article |
Subject | Electrical and Electronic Engineering Hardware and Architecture |
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