DocumentCode
350297
Title
Multiresolution non-rigid image registration method and its application to removal of normal anatomic structures in chest radiographs
Author
Yoshida, Hiroyuki
Author_Institution
Dept. of Radiol., Chicago Univ., IL, USA
Volume
3
fYear
1999
fDate
1999
Firstpage
440
Abstract
We have developed a novel method for multiresolution image registration based on the wavelet transform, which allows flexible non-rigid (i.e., non-linear) registration of two similar images. In this method, a non-linear mapping that deforms one image to the other is obtained by minimization of a functional representing the squared difference between the two images. A combined approach of a steepest descent algorithm and a multiresolution (i.e., coarse-to-fine) approach is used for the minimization based on the wavelet-domain representation of the non-linear mapping. Our new method was applied to the registration of the left and right lung regions in chest radiographs for removal of the normal anatomic structures such as ribs while abnormal structures such as lung nodules are preserved. We employed the result to reduce the number of false detections obtained with our computer-aided diagnosis scheme for detection of lung nodules in chest radiographs
Keywords
image registration; medical diagnostic computing; minimisation; wavelet transforms; chest radiographs; computer-aided diagnosis scheme; lung nodules; lung regions; multiresolution non-rigid image registration; nonlinear mapping; normal anatomic structures; squared difference; steepest descent algorithm; wavelet transform; wavelet-domain representation; Computer aided diagnosis; Diagnostic radiography; Energy resolution; Image registration; Image resolution; Lungs; Minimization methods; Radiology; Wavelet domain; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1999. ICIP 99. Proceedings. 1999 International Conference on
Conference_Location
Kobe
Print_ISBN
0-7803-5467-2
Type
conf
DOI
10.1109/ICIP.1999.817152
Filename
817152
Link To Document