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中国生物医学工程学报
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结合硬斑块特征的心血管内超声图像中-外膜边缘检测
1 南方医科大学生物医学工程学院, 广州  510515
2 莱顿大学医学中心放射科, 莱顿, 荷兰
Hard Plaque Characteristics Based Media-Adventitia Border Detection in Intravascular Ultrasound Images
1 Biomedical Engineering School of Southern Medical University, Guangzhou 510515, China
2 Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
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摘要 针对心血管内超声(IVUS)图像中外膜(mediaadventitia)边缘检测中,硬斑块和声影等造成中外膜边缘难以准确检测的问题,提出一种结合硬斑块特征的中外膜边缘检测方法。首先,采用k均值聚类分割IVUS图像,根据图像中不同类型斑块的成像特点检测硬斑块位置;然后,计算IVUS图像方向梯度,结合斑块位置和图像灰度,获得代价矩阵;最后,利用启发式图搜索方法,实现IVUS图像的中-外膜边缘检测。对临床图像的实验结果表明,本方法能克服图像中声影和斑块干扰等问题,使检测正确率达到95.57%,提高了IVUS图像中外膜边缘检测的准确性。
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邢栋1 杨丰1*黄靖1 涂圣贤2 DIJKSTRA Jouke2
关键词 心血管内超声中-外膜边缘硬斑块启发式图搜索    
Abstract:This paper presents a new approach for the detection of media-adventitia border in intravascular ultrasound (IVUS) images, to overcome problems of hard plaque and acoustic shadow which make mediaadventitia difficult to detect. The approach started with image classification using k-means algorithm, such that the region of hard plaques was delineated from the IVUS image. In a next step, a cost matrix was created by combining image gradient, hard plaque location and image intensity. A heuristic graph-searching was then applied to find the media-adventitia border from the cost matrix. Experiment results showed that the approach improved the accuracy of media-adventitia border detection by overcoming problems caused by acoustic shadow and hard plaque inhomogeneity, and the correct rate reached 95.57%.
Key wordsintravascular ultrasound    media-adventitia border    hard plaque    heuristic graph-searching
    
基金资助:国家自然科学青年基金(81000642);国家自然科学基金(60672115)
引用本文:   
邢栋1   杨丰1*黄靖1     涂圣贤2      DIJKSTRA Jouke2. 结合硬斑块特征的心血管内超声图像中-外膜边缘检测[J]. 中国生物医学工程学报, 2012, 31(1): 25-31.
XING Dong1   YANG Feng1*HUANG Jing1     TU ShengXian2      DIJKSTRA Jouke2. Hard Plaque Characteristics Based Media-Adventitia Border Detection in Intravascular Ultrasound Images. journal1, 2012, 31(1): 25-31.
链接本文:  
http://cjbme.csbme.org/CN/10.3969/j.issn.0258-8021.2012.01.005     或     http://cjbme.csbme.org/CN/Y2012/V31/I1/25
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