JOURNAL ARTICLE

<title>Wavelet feature extraction for image pattern recognition</title>

John S. Smokelin

Year: 1996 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2751 Pages: 110-121   Publisher: SPIE

Abstract

A method of extracting improved features for object identification by correlating with a wavelet filter is described. The wavelet filter used is a linear combination of Gabor wavelets, which is designed by a neural network algorithm to extract features that are useful for discriminating different classes of objects. The neural network algorithm achieves this by iteratively adapting the filter parameters and linear combination weights of the wavelet filter so that the features extracted maximize the Fisher ratio between the classes. The algorithm thus provides an automated technique of designing a filter which extracts improved features for identification. Results are presented which show the ability of these improved features to increase the classification performance of a pattern recognition system.

Keywords:
Pattern recognition (psychology) Artificial intelligence Wavelet Filter (signal processing) Computer science Feature extraction Feature (linguistics) Gabor filter Artificial neural network Identification (biology) Wavelet transform Cognitive neuroscience of visual object recognition Computer vision

Metrics

4
Cited By
0.00
FWCI (Field Weighted Citation Impact)
0
Refs
0.18
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry

Related Documents

JOURNAL ARTICLE

<title>Wavelet image processor for pattern recognition and feature extraction</title>

Casimer DeCusatisA. AbbateP. Das

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1996 Vol: 2866 Pages: 91-94
JOURNAL ARTICLE

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

М.Г. НаходкінYurij S. MusatenkoVitalij N. Kurashov

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

<title>Algebraic feature extraction for image recognition</title>

Ke LiuYing-Jiang LiuYong-Qing ChengJingyu Yang

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1993 Vol: 1819 Pages: 225-231
JOURNAL ARTICLE

<title>Wavelet-based feature extraction for mammographic lesion recognition</title>

Lori M. BruceReza R. Adhami

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1997 Vol: 3034 Pages: 779-789
JOURNAL ARTICLE

<title>Optical Harr wavelet transform for image feature extraction</title>

Guofan JinYingbai YanWenlu WangJames Z. WenMinxian Wu

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1993 Vol: 2034 Pages: 371-380
© 2026 ScienceGate Book Chapters — All rights reserved.