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Texture Analysis and Radial Basis Function Approximation for IVUS Image Segmentation

机译:IVUS图像分割的纹理分析和径向基函数逼近

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摘要

>Intravascular ultrasound (IVUS) has become in the last years an important tool in both clinical and research applications. The detection of lumen and media-adventitia borders in IVUS images represents a first necessary step in the utilization of the IVUS data for the 3D reconstruction of human coronary arteries and the reliable quantitative assessment of the atherosclerotic lesions. To serve this goal, a fully automated technique for the detection of lumen and media-adventitia boundaries has been developed. This comprises two different steps for contour initialization, one for each corresponding contour of interest, based on the results of texture analysis, and a procedure for approximating the initialization results with smooth continuous curves. A multilevel Discrete Wavelet Frames decomposition is used for texture analysis, whereas Radial Basis Function approximation is employed for producing smooth contours. The proposed method shows promising results compared to a previous approach for texture-based IVUS image analysis.
机译:近年来,血管内超声(IVUS)已成为临床和研究应用中的重要工具。 IVUS图像中管腔和中膜外膜边界的检测代表了将IVUS数据用于人类冠状动脉3D重建和动脉粥样硬化病变的可靠定量评估的第一步。为了实现这个目标,已经开发了一种用于检测管腔和中膜-外膜边界的全自动技术。这包括两个不同的轮廓初始化步骤,一个基于纹理分析的结果针对每个相应的感兴趣轮廓,以及一个用平滑连续曲线近似初始化结果的过程。多级离散小波帧分解用于纹理分析,而径向基函数逼近用于生成平滑轮廓。与先前的基于纹理的IVUS图像分析方法相比,该方法显示出令人鼓舞的结果。

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