JOURNAL ARTICLE

<title>Rotation, scale, and translation invariant pattern recognition using feature extraction</title>

Donald PrévostMichel DoucetAlain BergeronLuc VeilleuxPaul C. ChevretteDenis Gingras

Year: 1997 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 3073 Pages: 255-264   Publisher: SPIE

Abstract

A rotation, scale and translation invariant pattern recognition technique is proposed.It is based on Fourier- Mellin Descriptors (FMD). Each FMD is taken as an independent feature of the object, and a set of those features forms a signature. FMDs are naturally rotation invariant. Translation invariance is achieved through pre- processing. A proper normalization of the FMDs gives the scale invariance property. This approach offers the double advantage of providing invariant signatures of the objects, and a dramatic reduction of the amount of data to process. The compressed invariant feature signature is next presented to a multi-layered perceptron neural network. This final step provides some robustness to the classification of the signatures, enabling good recognition behavior under anamorphically scaled distortion. We also present an original feature extraction technique, adapted to optical calculation of the FMDs. A prototype optical set-up was built, and experimental results are presented.

Keywords:
Pattern recognition (psychology) Artificial intelligence Feature extraction Invariant (physics) Normalization (sociology) Computer science Scale invariance Robustness (evolution) Translation (biology) Fourier transform Computer vision Mathematics

Metrics

1
Cited By
0.00
FWCI (Field Weighted Citation Impact)
11
Refs
0.23
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Optical Imaging Technologies
Physical Sciences →  Engineering →  Media Technology
Optical Polarization and Ellipsometry
Physical Sciences →  Engineering →  Biomedical Engineering
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

Related Documents

JOURNAL ARTICLE

<title>Rotation Invariant Pattern Recognition</title>

Henri H. ArsenaultYuan-Neng HsuKatarzyna Chałasińska-MacukowYusheng Yang

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1983 Vol: 0359 Pages: 266-272
JOURNAL ARTICLE

<title>Rotation- and translation-invariant pattern recognition based on distance transformations</title>

Juergen MoeschenB.J. Hosticka

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1990 Vol: 1360 Pages: 1682-1693
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>Shift-, rotation-, and limited-scale-invariant pattern recognition using synthetic discriminant functions</title>

Yueh OuyangPen-Wen ChenHon-Fai Yau

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1995 Vol: 2501 Pages: 311-319
JOURNAL ARTICLE

<title>Stable multiresolution feature extraction using translation- and scale-invariant adaptive wavelet transform</title>

Huilin XiongTianxu Zhang

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 1998 Vol: 3545 Pages: 252-255
© 2026 ScienceGate Book Chapters — All rights reserved.