PSEUDOCORRELATION - A FAST, ROBUST, ABSOLUTE, GRAY-LEVEL IMAGE ALIGNMENT ALGORITHM

被引:24
作者
RADCLIFFE, T
RAJAPAKSHE, R
SHALEV, S
机构
[1] MANITOBA CANC TREATMENT & RES FDN,WINNIPEG R3E 0V9,MANITOBA,CANADA
[2] UNIV MANITOBA,DEPT PHYS,WINNIPEG R3T 2N2,MANITOBA,CANADA
[3] UNIV MANITOBA,DEPT RADIOL,WINNIPEG R3T 2N2,MANITOBA,CANADA
关键词
CROSS CORRELATION; IMAGE ALIGNMENT; MONTE-CARLO; PORTAL IMAGING; VEPID (VIDEO ELECTRONIC PORTAL IMAGING DEVICE);
D O I
10.1118/1.597336
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
A new image alignment algorithm-pseudocorrelation-has been developed based on the application of Monte Carlo techniques to the calculation of a cross-correlation integral for grey-scale images. It has many advantages over cross-correlation: it is at least a factor of 10 faster than fast-Fourier-transform-based cross-correlation, and requires 8 times less memory. Its high speed allows for the search space of geometric transformations between images to include magnification and rotation as well as translations without the search time becoming too long. It allows noise to be taken into account, making calculation of a robust, absolute probability of good alignment possible. It is relatively insensitive to differences in quality between images. This article describes the pseudocorrelation algorithm in detail and presents the results of tests of the effects of contrast enhancement, resolution differences, and noise on the algorithm's performance. These tests show that the algorithm is well suited to the task of automated alignment of very low contrast images from video electronic portal imaging devices.
引用
收藏
页码:761 / 769
页数:9
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