Title :
Symmetry and appearance based automated detection of salient anatomical regions in ultrasound
Author :
Patwardhan, K.A.
Author_Institution :
Biomed. Image Anal. Lab., GE Global Res., Niskayuna, NY, USA
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
In this paper we present a method for automated detection of enclosed anatomical regions in ultrasound images by utilizing the coarse shape symmetry as well as relative homogeneity of their sonographic appearance. The proposed method comprises of two steps: First, local phase based filtering [2] is used to detect points in the image which are roughly positioned along the axes of spatial symmetry with respect to structures around them. Secondly, the sonographic `appearance´ and location of these points is used to define a distance-map on the image, which is supplied to a simple fast-marching algorithm in order to provide the final feature detections. The method is robust to ultrasound speckle and works well with or without specialized pre-processing (e.g. speckle-reduction filtering). We illustrate the proposed method with qualitative results on in-vivo Ultrasound images.
Keywords :
biomedical ultrasonics; feature extraction; filtering theory; image segmentation; medical image processing; speckle; ultrasonic imaging; appearance based automated detection; coarse shape symmetry; enclosed anatomical regions; final feature detections; image segmentation; local phase based filtering; salient anatomical regions; simple fast-marching algorithm; sonographic appearance; sonographic location; spatial symmetry; speckle-reduction filtering; symmetry based automated detection; ultrasound images; ultrasound speckle; Biomedical imaging; Conferences; Feature extraction; Image edge detection; Image segmentation; Speckle; Ultrasonic imaging; Algorithms; Anatomic Landmarks; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Ultrasonography;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346948