人脸与掌纹识别的后处理LDA理论研究

Jian-jun Hao, W. Zuo, Kuanquan Wang
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引用次数: 2

摘要

近年来,为了提高LDA在人脸识别中的识别性能,提出了一系列的后处理方法。然而,深入的分析尚未提出,以揭示后处理方法的有效性。在本文中,我们研究了后处理方法的基本原理,并证明了后处理方法和图像欧几里得距离方法(IMED)的相互关系。然后,我们使用FERET人脸和理大掌纹数据库来评估后处理的LDA方法。实验结果表明了后处理方法的有效性,并揭示了后处理方法与IMED的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Theoretical Investigation on Post-Processed LDA for Face and Palmprint Recognition
Recently, a class of post-processing approaches has been proposed to improve the recognition performance of LDA in face recognition. In-depth analysis, however, has not been presented to reveal the effectiveness of the post-processing approach. In this paper, we investigate the rationale of the post-processing approach, and demonstrate the interrelationship of the post-processing approach and the image Euclidean distance method (IMED). We then use the FERET face and the PolyU palmprint databases to evaluate the post-processed LDA method. Experimental results indicate the effectiveness of the post-processing approach and reveal its relation to IMED.
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