DocumentCode
1627217
Title
Elastic registration of 2D abdominal CT images using hybrid feature point selection for liver lesions
Author
Moghe, Asmita A. ; Singhai, Jyoti ; Shrivastava, S.C.
Author_Institution
Dept. of Informmation Technol., UIT RGPV, Bhopal, India
fYear
2010
Firstpage
337
Lastpage
341
Abstract
Abdominal CT images have distinct intensity distribution. This feature is used to correct local deformations in the image. Reference and study images are decomposed using wavelet decomposition. Global deformations are first corrected applying rigid registration by use of maximization of mutual Information as the similarity measure at each level of registration hierarchy. Initially registered image and reference image are further elastically registered using landmark based elastic registration. Here landmarks or feature points are obtained by first intensity thresholding the images followed by boundary selection to obtain lesion boundaries and finally obtaining the centroid and convex hull points of lesions within the images. Convex hull points that lie on the boundary of lesions coupled with centroids of lesions are helpful in precisely identifying the lesions. An advantage of this is that lesions are enhanced to allow for deformations to be precisely determined. This is useful in improving diagnostic accuracy. The performance of algorithm is tested on a real case study of abdominal CT images with liver abscess. Considerable improvement in correlation coefficient and signal to noise ratio of the two images is observed.
Keywords
computerised tomography; feature extraction; image registration; image segmentation; liver; medical image processing; wavelet transforms; 2D abdominal CT image; convex hull point; global deformation; hybrid feature point selection; landmark based elastic registration; liver lesion; wavelet decomposition; Abdomen; Brain; Computed tomography; Image edge detection; Image registration; Image segmentation; Lesions; Liver; Mutual information; Robustness; feature points; mutual information; registration; thin plate splines;
fLanguage
English
Publisher
ieee
Conference_Titel
Advance Computing Conference (IACC), 2010 IEEE 2nd International
Conference_Location
Patiala
Print_ISBN
978-1-4244-4790-9
Electronic_ISBN
978-1-4244-4791-6
Type
conf
DOI
10.1109/IADCC.2010.5422932
Filename
5422932
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