Title :
Analysis of cerebral ischemia MRI images using non-rigid registration
Author :
Rui Wang ; Shiteng Suo ; Dan Wang ; Yuehua Li ; Su Zhang
Author_Institution :
Sch. of Biomed. Eng., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
In diagnosis and treatment of brain diseases, doctors often need to observe the lesions at different time to evaluate the changing conditions of the diseases or judge the effect of treatment. In this paper, we employ two non-rigid registration methods to match MR images of cerebral ischemia in different periods, including a non-rigid registration algorithm based on free-form deformation (FFD) model and a DEMONS registration algorithm which is used to be compared with the FFD method. The results of our experiments suggest that non-rigid registration works well on realistic data of brain lesions with small deformation (k=0.5~0.8) and the cross correlation coefficients (CC) increases from 0.406 before registration to 0.683 after FFD registration and 0.728 after DEMONS registration.
Keywords :
biomedical MRI; diseases; image registration; medical image processing; CC; DEMONS registration algorithm; FFD method; MR image matching; brain disease diagnosis; brain disease treatment; brain lesions; cerebral ischemia MRI images analysis; cross correlation coefficient; free-form deformation model; nonrigid registration method; MR image; cerebral ischemia; free-form deformation (FFD); non-rigid registration;
Conference_Titel :
Signal Processing (ICSP), 2012 IEEE 11th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-2196-9
DOI :
10.1109/ICoSP.2012.6491742