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Spinal curvature determination from x-ray image using GVF snake

机译:使用GVF蛇从X射线图像确定脊柱曲率

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Scoliosis is where the spine is curved, forming a "C" or "S" shape. The treatments are differs depending on the severity of Cobb Angle. But Cobb Angle measurement has a very low accuracy because of the unclear feature of spine in x-ray image. This paper discuss about spinal curvature determination using GVF Snake as the segmentation method and modified top-hat filter as pre-processing method. GVF Snake could fit the "S" shape best with parameters alpha=0.9, beta=0.5, and gamma=0.3. 10 frontal spinal x-ray images of scoliosis patients were used as segmentation samples. The modified top-hat filter is used for pre-processing the image with combination of disk sizes and attenuation factors of 1, 3, 5, 7, and 9. The average error of the qualified contour results is 6569 pixels. The best result gave an error of 3118 which is still couldn't fit the desired contour well.
机译:脊柱侧弯是脊柱弯曲的地方,形成“ C”或“ S”形。根据科布角病的严重程度,治疗方法有所不同。但是,由于X射线图像中脊柱的特征不清楚,因此Cobb角度测量的准确性非常低。本文讨论了使用GVF Snake作为分割方法并使用改进的top-hat过滤器作为预处理方法确定脊柱弯曲度的方法。 GVF Snake可以在参数alpha = 0.9,beta = 0.5和gamma = 0.3的情况下最适合“ S”形。脊柱侧弯患者的10根脊柱X射线图像被用作分割样本。修改的礼帽式过滤器用于结合磁盘大小和衰减因子1、3、5、7和9预处理图像。合格轮廓结果的平均误差为6569像素。最佳结果给出了3118的误差,该误差仍无法很好地拟合所需的轮廓。

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