Coronary Artery Center-Line Extraction Using Second Order Local Features

Author:

Zamani Boroujeni Farsad12,Rahmat Rahmita Wirza O. K.2,Mustapha Norwati2,Affendey Lilly Suriani2,Maskon Oteh3

Affiliation:

1. Faculty of Computer Engineering, Islamic Azad University, Khorasgan Campus, Esfahan, Iran

2. Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Malaysia

3. Department of Medicine, Universiti Kembangsaan Malaysia, Kuala Lumpur, Malaysia

Abstract

Of interest is the accurate and robust delineation of vessel center-lines for complete arterial tree structure in coronary angiograms which is an imperative step towards 3D reconstruction of coronary tree and feature-based registration of multiple view angiograms. Most existing center-line tracking methods encounter limitations in coping with abrupt variations in local artery direction and sudden changes of lumen diameter that occur in the vicinity of arterial lesions. This paper presents an improved center-line tracing algorithm for automatic extraction of coronary arterial tree based on robust local features. The algorithm employs an improved scanning schema based on eigenvalues of Hessian matrix for reliable identification of true vessel points as well as an adaptive look-ahead distance schema for calculating the magnitude of scanning profile. In addition to a huge variety of clinical examples, a well-established vessel simulation tool was used to create several synthetic angiograms for objective comparison and performance evaluation. The experimental results on the accuracy and robustness of the proposed algorithm and its counterparts under difficult situations such as poor image quality and complicated vessel geometry are presented.

Publisher

Hindawi Limited

Subject

Applied Mathematics,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Modelling and Simulation,General Medicine

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Segmentation and Automatic Identification of Vasculature in Coronary Angiograms;Computational and Mathematical Methods in Medicine;2021-10-07

2. A Brief Review on Vessel Extraction and Tracking Methods;2019 9th International Conference on Computer and Knowledge Engineering (ICCKE);2019-10

3. Coronary Artery Centerline Tracking and Coronary Artery Tree Segmenting in X-ray Angiographic Images;Journal of Medical Imaging and Health Informatics;2018-08-01

4. Respiratory-synchronized digital subtraction angiography based on a respiratory phase matching method;Signal, Image and Video Processing;2017-10-06

5. A framework for the extraction of quantitative traits from 2D images of mature Arabidopsis thaliana;Machine Vision and Applications;2015-10-16

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