DocumentCode
535251
Title
Non-rigid image registration based on Overlapped Block Check and Free-Form Deformation
Author
Mingyan Li ; Mingyan Jiang ; Mingqiang Yang ; Dengwang Li
Author_Institution
Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan, China
Volume
6
fYear
2010
fDate
16-18 Oct. 2010
Firstpage
2810
Lastpage
2814
Abstract
A new non-rigid registration approach is presented for the images which contain highly local deformation, using Free-Form Deformation (FFD) and Overlapped Block Check method. First of all, the hierarchical B-spline FFD with large grid is used for global registration. Then the rough registered image and fixed image are divided into a series of corresponding overlapped block pairs. We calculate the difference of each block pair and decide which ones need further refined registration, then a small grid FFD is adopted for them. In order to avoid the boundary effect, we propose a strategy to regulate the motion of the control points near the boundaries. Experimental results on Lena image and Brain image show that the proposed method can achieve high registration accuracy not only through difference images between registered images and fixed images, but also by similarity measures, such as Mutual Information (MI), Normalized Mutual Information (NMI) and Sum of Square Difference (SSD), etc. Furthermore, we confirm that the large and small spacing of control points in FFD will influence the accuracy of image registration in different ways.
Keywords
image registration; splines (mathematics); Lena image; brain image; free form deformation; hierarchical B-spline FFD; nonrigid image registration; normalized mutual information; overlapped block check method; Accuracy; Brain; Deformable models; Image registration; Optimization; Spline; Transforms; B-spline; Free-Form Deformation (FFD); MI; Non-rigid Registration; Overlapped Block Check;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location
Yantai
Print_ISBN
978-1-4244-6513-2
Type
conf
DOI
10.1109/CISP.2010.5647413
Filename
5647413
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