Research of remote sensing image matching with sub-pixel accuracy
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Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China;
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School of Graduate, Chinese Academy of Sciences, Beijing 100039, China
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Corresponding author:
XU Shu-yan, xusy@ciomp.ac.cn
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Received Date:
2007-06-04
Accepted Date:
2007-09-11
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Abstract
To increase sub-pixel matching speed with a certain sub-pixel accuracy,the conventional algorithms to obtain sub-pixel accuracy in template matching was discussed,a new algorithm was proposed to combine the resampling and surface fitting methods.At first,it should use the sequential similarity detection algorithm to find the best match point,then only the model was need to be resampled n-times,next the normalization correlations among each sub-template and the image in the best match point was calculated,and the position of the sub-template which was corresponded to the maximum normalization correlation in the image was calculated.At last the method of curve fitting in the 3×3 area of that position was applied to obtain the absolute coordinates of the positioning with sub-pixel accuracy.The experiment shows that the accuracy obtained by the new method base on 10 times resampling is less than 0.04 pixel.
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References
[1]
|
KLAUS J,VALERI T,SERGEI D.Design concept for a secondary payload earth observation camera[J].Proc SPIE,1999,3870:78-86. |
[2]
|
JANSCHEK K,TCGERNYKH V.Optical correlator for image motion compensation in focal plane of a satellite camera[C]//15th IFAC Symposition on Automatic Control in Aeropace.Bologna,Italy:International Federation of Automatic Control,2001:378-382. |
[3]
|
CASTRO E D E,MORANDI C.Registration of translated and rotated image using finite Fourier transforms[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1987,9(5):700-703. |
[4]
|
LIU D M,SHEN J Y,WANG L J.Application of the wavelet transform to pattern correlation recognition[J].Laser Technology,2004,28(6):641-644(in Chinese). |
[5]
|
LI Sh Y,TANG P,ZHU Ch G.Single frame image resolution improvement method based on optimal interpolation[J].Computer Engineering,2007,33(2):31-33(in Chinese). |
[6]
|
ZHAO L Ch,SHI P F,YU Y.A new algorithm with sup-pixel accuracy in image/model matching[J].Journal of Infrared and Millimeter Waves,1999,8(5):407-414(in Chinese). |
[7]
|
LIU H Ch,YANG X Q,FENG Y.Interpolation method for sub-pixel dynamic imaging system based on B-spline cure[J].Opto-electronic Engineering,2006,33(2):90-93(in Chinese). |
[8]
|
ALDROUBI M A.A multiresolution image registration procedure using spline pyramids[J].SPIE,1993,2034:160-170. |
[9]
|
LIU D.The foundation of mathematics and algorithm of computer image processing[M].Beijing:National Defense Industry Press,2005:21-44(in Chinese). |
[10]
|
GLEASON S S,HUNT M A,JATKO W B.Subpixel measurement of image features based on paraboloid surface fit[J].SPIE,1990,1386:135-144. |
[11]
|
JIANG J Y,HU X D,XU K X,et al.Repetitive positioning technology based on correlation matching of palmprint image[J].Journal of Tianjin University,2003,36(3):301-303(in Chinese). |
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Proportional views
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