Rotation-invariant pattern matching using wavelet decomposition

被引:91
作者
Tsai, DM [1 ]
Chiang, CH [1 ]
机构
[1] Yuan Ze Univ, Dept Ind Engn & Management, Tao Yuan 32026, Taiwan
关键词
template matching; object detection; wavelet decomposition; ring projection; rotation-invariant;
D O I
10.1016/S0167-8655(01)00099-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a wavelet decomposition approach for rotation-invariant template matching. In the matching process. we first decompose an input image into different multi-resolution levels in the wavelet-transformed domain, and use only the pixels with high wavelet coefficients in the decomposed detail subimage at a lower resolution level to compute the normalized correlation between two compared patterns. To make the matching invariant to rotation, we further use the ring-projection transform, which is invariant to object orientation, to represent an object pattern in the detail subimage. The proposed method significantly reduces the computational burden of the traditional pixel-by-pixel matching. Experimental results on a variety of real images have shown the efficacy of the proposed method. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:191 / 201
页数:11
相关论文
共 18 条
[1]   WAVELET TRANSFORM-BASED CORRELATOR FOR THE RECOGNITION OF ROTATIONALLY DISTORTED IMAGES [J].
AHMED, F ;
KARIM, MA ;
ALAM, MS .
OPTICAL ENGINEERING, 1995, 34 (11) :3187-3192
[2]   LAPLACIAN AND ORTHOGONAL WAVELET PYRAMID DECOMPOSITIONS IN COARSE-TO-FINE REGISTRATION [J].
ALLEN, RL ;
KAMANGAR, FA ;
STOKELY, EM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (12) :3536-3541
[3]  
CHAPA JO, 1995, P SOC PHOTO-OPT INS, V2491, P518, DOI 10.1117/12.205374
[4]   MULTIPLE RESOLUTION REPRESENTATION AND PROBABILISTIC MATCHING OF 2-D GRAY-SCALE SHAPE [J].
CROWLEY, JL ;
SANDERSON, AC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (01) :113-121
[5]  
Daubechies I., 1993, Ten Lectures of Wavelets, V28, P350
[6]  
Gonzalez R.C., 1992, DIGITAL IMAGE PROCES
[7]  
GROSS AD, 1987, COMPUT VISION GRAPH, V39, P102, DOI 10.1016/S0734-189X(87)80204-9
[8]   Pattern recognition using sequential matched filtering of wavelet coefficients [J].
Maestre, RA ;
Garcia, J ;
Ferreira, C .
OPTICS COMMUNICATIONS, 1997, 133 (1-6) :401-414
[9]   A THEORY FOR MULTIRESOLUTION SIGNAL DECOMPOSITION - THE WAVELET REPRESENTATION [J].
MALLAT, SG .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :674-693
[10]   THRESHOLD SELECTION METHOD FROM GRAY-LEVEL HISTOGRAMS [J].
OTSU, N .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1979, 9 (01) :62-66