Novel similarity measures for face representation based on local binary pattern

来源 :哈尔滨工业大学学报 | 被引量 : 0次 | 上传用户:alex136629
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The successful face recognition based on local binary pattern (LBP) relies on the effective extraction of LBP features and the inferring of similarity between the extracted features. In this paper, we focus on the latter and propose two novel similarity measures for the local matching methods and the holistic matching methods respectively. One is Earth Movers Distance with Hamming and Lp ground distance (EMD-HammingLp),which is a cross-bin dissimilarity measure for LBP histograms. The other is IMage Hamming Distance (IMHD),which is a dissimilarity measure for the whole LBP images. Experiments on FERET database show that the proposed two similarity measures outperform the state-of-the-art Chi-square similarity measure for extraction of LBP features.
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