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Optimized Coronary Artery Segmentation Using Frangi Filter and Anisotropic Diffusion Filtering

机译:使用Frangi滤镜和各向异性扩散滤镜优化冠状动脉分割

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X-ray angiography is currently the prime method of diagnosis during percutaneous coronary interventions. Robust automatic detection of coronary arteries from angiography images is of great interest. Hessian-based Vessel enhancement filtering was proven successful in automatically segmenting vessels from angiography images. However, there is too much noise and other anatomical structures also interfere with the Percutaneous Coronary Intervention (PCI) procedure. The proposed method uses Frangi Hessian based vessel enhancement filter for extracting coronary arteries and setting optimal value of Frangi filter parameters a and ß. The method is applied recursively on a set of angiography images from same machine and tries to assign optimal values of a and ß for it. This procedure is followed by (Rotation Invariant) An isotropic diffusion filtering of the image. An isotropic Diffusion Filtering is used for noise removal and coronary artery enhancement. For the diffusion tensor, hybrid diffusion is used with a continuous switch which is suitable for filtering tubular image structures.
机译:X射线血管造影术目前是经皮冠状动脉介入治疗期间诊断的主要方法。从血管造影图像中可靠地自动检测冠状动脉引起了人们的极大兴趣。基于Hessian的血管增强过滤已被证明可成功地从血管造影图像中自动分割血管。但是,噪音太大,其他解剖结构也会干扰经皮冠状动脉介入治疗(PCI)程序。所提出的方法使用基于Frangi Hessian的血管增强过滤器提取冠状动脉并设置Frangi过滤器参数a和ß的最佳值。该方法被递归应用于来自同一台机器的一组血管造影图像,并尝试为其分配最佳的a和ß值。此过程之后是(旋转不变)图像的各向同性扩散滤波。各向同性扩散过滤用于去除噪音和增强冠状动脉。对于扩散张量,混合扩散与连续开关一起使用,该连续开关适用于过滤管状图像结构。

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