Fuzzy Rule-based Boundary Extraction of Plaque in Intravascular Ultrasound Image
نویسندگان
چکیده
In this paper, we propose a fuzzy rulebased boundary extraction method for a plaque in an intravascular ultrasound (IVUS) image. In the present method, a plaque boundary to be extracted is piecewise approximated by the polynomials inferred by fuzzy rules. The coefficients of the polynomials are determined by the weighted least square method using the separability measure obtained from the IVUS image. The proposed method achieves a precise and noise-robust extraction of the plaque with use of a small number of seed points and without any timeconsuming iterative processes. The validity and the effectiveness of the proposed method have been confirmed by applying it to the boundary extraction problem of the plaque in the IVUS image.
منابع مشابه
Coronary Plaque Boundary Detection in Intravascular Ultrasound Image by Using Hybrid Modified Level Set Method and Fuzzy Inference
This paper describes a boundary detection of coronary plaque by a hybrid of a modified level set method and a fuzzy inference. The standard level set method to detect an image boundary commonly uses an image gradient for calculating a speed function. But the speed function of the level set cannot work well within an intravascular ultrasound (IVUS) image, which is the target of this paper. There...
متن کاملHybrid Boundary Detection Method for Image with Application to Coronary Plaque
This paper proposes a hybrid boundary detection method for image based on a new modified level set method and a fuzzy model. It is applied to a boundary detection problem of coronary plaque. Level set method has been applied widely in image processing. It however does not work well for an intravascular ultrasound (IVUS) image because an image gradient, commonly used for calculating a speed func...
متن کاملCoronary Plaque Boundary Enhancement in IVUS Image by Using a Modified Perona-Malik Diffusion Filter
We propose a modified Perona-Malik diffusion (PMD) filter to enhance a coronary plaque boundary by considering the conditions peculiar to an intravascular ultrasound (IVUS) image. The IVUS image is commonly used for a diagnosis of acute coronary syndrome (ACS). The IVUS image is however very grainy due to heavy speckle noise. When the normal PMD filter is applied for speckle noise reduction in ...
متن کاملA new approach for improving coronary plaque component analysis based on intravascular ultrasound images.
Virtual histology intravascular ultrasound (VH-IVUS) is a clinically available technique for atherosclerosis plaque characterization. It, however, suffers from a poor longitudinal resolution due to electrocardiogram (ECG)-gated acquisition. This article presents an effective algorithm for IVUS image-based histology to overcome this limitation. After plaque area extraction within an input IVUS i...
متن کاملExtraction of media and plaque boundaries in intravascular ultrasound images by level sets and min/max flow
. Estimation of plaque area in Intravascular ultrasound (IVUS) images after extraction of media and plaque-lumen interfaces is an important application of computer-aided diagnosis in medical imaging. This paper presents a novel system for fully automatic and fast calculation of plaque quantity by capturing the surrounding ring called media. The system utilizes an algorithm that consists of an e...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2007