DocumentCode
114033
Title
Phase-based feature detection in fetal ultrasound images
Author
Weiming Wang ; Lei Zhu ; Yim-Pan Chui ; Jing Qin ; Pheng-Ann Heng
Author_Institution
Shenzhen Inst. of Adv. Technol., Shenzhen, China
fYear
2014
fDate
26-28 April 2014
Firstpage
337
Lastpage
340
Abstract
Detection of image features is an essential step in many medical applications. However, it is very challenging to accurately extract important features from ultrasound data that is corrupted by various imaging artifacts. Traditional intensity-based methods generally have poor performance in detecting salient features from ultrasound images. In contrast, phase-base approaches have been shown to perform well in these images because they are theoretically intensity invariant. In this paper, we extend previous phase-based methods to the field of fetal ultrasound images to detect both symmetric and asymmetric features, which correspond to ridge-like and step edge-like object boundaries, respectively. This is achieved by exploiting local phase-based measures computed from a 2D isotropic analytic signal: monogenic signal. Experimental results in clinical images demonstrate the outperformance of the proposed approach.
Keywords
biomedical ultrasonics; edge detection; feature extraction; medical image processing; object detection; 2D isotropic analytic signal; asymmetric feature detection; fetal ultrasound images; intensity-based methods; monogenic signal; phase-based feature detection; phase-based feature extraction; ridge-like object boundaries; step edge-like object boundaries; Detectors; Feature extraction; Image edge detection; Noise; Phase measurement; Ultrasonic imaging; Ultrasonic variables measurement; Feature detection; analytic signal; fetal ultrasound images; local phase; symmetry and asymmetry;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science and Technology (ICIST), 2014 4th IEEE International Conference on
Conference_Location
Shenzhen
Type
conf
DOI
10.1109/ICIST.2014.6920397
Filename
6920397
Link To Document