Title :
ROI extraction from motion affected MR images by suppression of blurring and motion artifacts in the image background
Author :
Weerasinghe, C. ; Ji, L. ; Yan, H.
Author_Institution :
Dept. of Electr. & Inf. Eng., Sydney Univ., NSW, Australia
Abstract :
An algorithm is presented for extraction of the region of interest (ROI) enclosed by the outer boundary of the imaged object. Although there are many algorithms presently available for solving segmentation tasks, they can be easily misled by the ghost artifacts and blurring in the background of the image. Therefore, a two step background-clearing algorithm is proposed in this paper. The first step involves selection of the least motion-affected views, using an entropy minimization criterion for suppression of motion induced blurs. The second step involves cancellation of the remaining ghost artifacts, using a fuzzy model. Both these steps tend to increase the number of dark pixels in the image. The contour extraction is performed using an improved active contour model (snake). The proposed method has been applied to spin echo MR images affected by rotational motion, producing good results
Keywords :
biomedical MRI; edge detection; feature extraction; fuzzy set theory; image motion analysis; image segmentation; image thinning; medical image processing; minimum entropy methods; spin echo (NMR); POCS; ROI extraction; active contour model; blurring suppression; contour extraction; dark pixels; entropy minimization criterion; fuzzy model; fuzzy sets; ghost artifacts; image background; image segmentation; imaged object; least motion-affected views selection; motion affected MR images; motion artifacts suppression; region of interest extraction; rotational motion; snake; spin echo MR images; two step background-clearing algorithm; Active contours; Australia; Data mining; Entropy; High-resolution imaging; Image segmentation; Magnetic resonance imaging; Pixel; Signal processing; Signal processing algorithms;
Conference_Titel :
Signal Processing and Its Applications, 1999. ISSPA '99. Proceedings of the Fifth International Symposium on
Conference_Location :
Brisbane, Qld.
Print_ISBN :
1-86435-451-8
DOI :
10.1109/ISSPA.1999.818167