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Simulated wave propagation and traceback in vascular extraction

机译:模拟波传播和血管提取中的回溯

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This paper presents an approach for the extraction of vasculature from angiography images by using a wave propagation and traceback mechanism. We discuss both the theory and the implementation of the approach. Using a dual-sigmoidal filter we label each pixel in an angiogram with the likelihood that it is within a vesseL Representing the reciprocal of this likelihood image as an array of refractive indices, we propagate a digital wave through the image from the base of the vascular tree. This wave 'washes' over the vasculature, ignoring local noise perturbations. The extraction of the vasculature becomes that of tracing the wave along the local normals to the waveform. While the approach is inherently SIMD, we present an efficient sequential algorithm for the wave propagation, and discuss the traceback algorithm. We demonstrate the effectiveness of our integer image neighborhood-based algorithm and its robustness to image noise.
机译:本文通过使用波传播和回溯机制提出了一种从血管造影图像提取脉管系统的方法。我们讨论理论和实施方法。使用双旋转滤波器,我们在血管造影中标记每个像素的可能性,它在代表该似然图像的倒数作为折射率阵列的血管内的可能性,我们通过从血管基座的图像传播数字波树。这浪潮在脉管系统上,忽略了局部噪声扰动。脉管系统的提取变成了将波浪沿局部法线追踪到波形的方式。虽然该方法本质上是SIMD,但我们提出了一种有效的波动传播算法,并讨论了追溯算法。我们展示了基于整数基于邻域的算法的有效性及其对图像噪声的鲁棒性。

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