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Content Provider | IEEE Xplore Digital Library |
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Author | Zhao, Minghua Li, Peng Liu, Zhifang |
Copyright Year | 2008 |
Abstract | A new algorithm named wavelet transform weighted modular PCA is proposed for face recognition. Firstly, the training images and the testing image are preprocessed with wavelet transform and the LL band and the LH/HL average band are divided into sub-images with the same size. Secondly, the prospective classify contribution of each sub-model of the two bands are computed. Thirdly, each sub-image of the two bands of the testing image is projected to its corresponding subspace and the confidence values with each image are obtained. Finally, the two confidence values with each image are added with a weight and the total confidence value is obtained to classify the testing image. Experimental results show that the recognition rate of the proposed algorithm is about 4%-6% superior to traditional methods. |
Starting Page | 589 |
Ending Page | 593 |
File Size | 548593 |
Page Count | 5 |
File Format | |
ISBN | 9780769531199 |
DOI | 10.1109/CISP.2008.138 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2008-05-27 |
Publisher Place | China |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Wavelet transforms Face recognition wavelet transform Data mining Computer science Signal processing algorithms Computer graphics Signal processing face recognition wavelet transform weighted modular PCA projection Probes Principal component analysis Testing |
Content Type | Text |
Resource Type | Article |
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