Title :
On the use of motion-based frame rejection in temporal averaging denoising for segmentation of echocardiographic image sequences
Author :
Dos Reis, Maria Do Carmo ; Carvalho, João L A ; Macchiavello, Bruno L. ; Vasconcelos, Daniel F. ; Da Rocha, Adson F. ; Nascimento, Francisco A O ; Camapum, Juliana F.
Author_Institution :
Electr. Eng. Dept., Univ. of Brasilia, Brasilia, Brazil
Abstract :
We have recently introduced an algorithm for semi-automatic segmentation of the left ventricular wall in short-axis echocardiographic images (EMBC 30:218-221). In its preprocessing stage, the algorithm uses temporal averaging for image denoising. Motion estimation is used to detect and reject frames that do not correlate well with the set of images being averaged. However, the process of estimating motion vectors is computationally intense, which increases the algorithm´s computation time. In this work, we evaluate the viability of replacing the motion estimation stage with less computationally intense approaches. Two alternative techniques are evaluated. The ventricular contours obtained from each of the three algorithm variants were quantitatively and qualitatively compared with contours manually-segmented by a specialist. We show that it is possible to reduce the algorithm´s computational load without significantly reducing the segmentation quality. The proposed algorithms are also compared with three other techniques from the literature.
Keywords :
echocardiography; image denoising; image segmentation; medical image processing; echocardiographic image sequence segmentation; image denoising; left ventricular wall semiautomatic segmentation; motion based frame rejection; preprocessing stage; short axis echocardiographic images; temporal averaging denoising; ventricular contours; Segmentation; area variation; boundary detection; echocardiographic images; motion estimation; Algorithms; Artifacts; Echocardiography; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Motion; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5333104