JOURNAL ARTICLE

<title>Pattern recognition with fast feature extraction</title>

М.Г. НаходкінYurij S. MusatenkoVitalij N. Kurashov

Year: 1998 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 3402 Pages: 333-343   Publisher: SPIE

Abstract

The comparison of recently suggested algorithms of fast approximate Karhunen-Loeve (KL) transform when applied to pattern recognition problem is presented. It is known that adequate signs selection is still the problem. In the paper we consider several algorithms that can perform fast and qualitative signs selection. Among them are wavelet based algorithm of approximate KL transform, 2D algorithm of KL transform, algorithm with projection into proper orthogonalized basis, and real time algorithm of KL transform. To compare quality of the algorithms they are applied to human faces recognition problem. The efficiency of the all abovementioned algorithms is demonstrated.

Keywords:
Karhunen–Loève theorem Computer science Pattern recognition (psychology) Wavelet transform Feature extraction Artificial intelligence Selection (genetic algorithm) Algorithm S transform Wavelet Wavelet packet decomposition

Metrics

1
Cited By
0.82
FWCI (Field Weighted Citation Impact)
9
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Advanced Computational Techniques in Science and Engineering
Physical Sciences →  Computer Science →  Information Systems
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Statistical and numerical algorithms
Physical Sciences →  Mathematics →  Applied Mathematics

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