Using selective correlation coefficient for robust image registration

被引:82
作者
Kaneko, S
Satoh, Y
Igarashi, S
机构
[1] Hokkaido Univ, Grad Sch Engn, Dept Control & Informat Engn, Sapporo, Hokkaido, Japan
[2] Softopia Japan, Kagano, Ogaki, Japan
关键词
normalized cross correlation; selective correlation coefficient; image registration; template matching; robust statistics;
D O I
10.1016/S0031-3203(02)00081-X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new method is proposed for robust image registration named Selective Correlation Coefficient in order to search images under ill-conditioned illumination or partial occlusion. A correlation mask-image is generated for selecting pixels of an image before matching. The mask-image can be derived from a binary-coded increment sign-image defined from any object-image and the template. The mask-rate of occluded regions is theoretically expected to be 0.5, while unoccluded regions have much lower rate than 0.5. Robustness for ill-conditioned environment can be realized since inconsistent brightness of occluded regions can be omitted from the mask operation. Furthermore, the mask enhancement procedure is proposed to get more stable robustness. The effectiveness of masking increases by the procedure, resulting in the rate around 0.7 for masking of occluded regions. This paper includes a theoretical modeling and analysis of the proposed method and some experimental results with real images. (C) 2002 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1165 / 1173
页数:9
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