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基于EMD和模极大值的造影图像血管提取
引用本文:邵欣,尹清波,鲁明羽. 基于EMD和模极大值的造影图像血管提取[J]. 智能系统学报, 2015, 10(6): 851-857. DOI: 10.11992/tis.201303032
作者姓名:邵欣  尹清波  鲁明羽
作者单位:大连海事大学信息科学技术学院, 辽宁大连 116026
摘    要:针对冠脉造影图像噪音大且血管边缘模糊问题,提出一种基于经验模态分解的冠脉造影图像血管提取方法以较完整有效地提取出造影图像中的血管信息。该方法首先对图像预处理后的造影图像进行经验模态分解,将其分解成若干图像层,保留包含血管信息的图像层并丢弃含非血管信息图像层;其次对保留的图像层进行血管特征提取,依据连通区域的一系列属性来提取图像层中血管信息以获取清晰明显的血管段;最后通过层间信息相互参照,重构血管脉络明显的心血管图像。实验证明了方法有很高的精确度和实际的医用价值。

关 键 词:血管提取  经验模态分解  冠脉造影图像  特征提取  连通区域  层间参照  血管重构  图像层

Vessels extraction in coronary angiogram based on empirical mode decomposition
SHAO Xin,YIN Qingbo,LU Mingyu. Vessels extraction in coronary angiogram based on empirical mode decomposition[J]. CAAL Transactions on Intelligent Systems, 2015, 10(6): 851-857. DOI: 10.11992/tis.201303032
Authors:SHAO Xin  YIN Qingbo  LU Mingyu
Affiliation:College of Information Science and Technology, Dalian Maritime University, Dalian 116026, China
Abstract:In this paper, we present a new vascular characteristics extraction method based on empirical mode decomposition. The proposed method overcomes the problems of noise and the blurred vascular edge generally encountered in the image processing procedure. This method uses empirical mode decomposition to resolve the coronary angiogram into several image layers, retaining the layers that contain blood vessel information and discarding layers that contain only background information. Clear and distinct vessel segments are then extracted from the reserved image layers, based on the connected region’s properties. Finally, the coronary angiogram is reconstructed according to the information extracted from the reserved layers. The experimental results prove that this method has high accuracy and practical medical value.
Keywords:vessels extraction  empirical mode composition  coronary angiogram  characteristics extraction  connected region  interlayer reference  vascular remodeling  image layer
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