首页> 外文会议>Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2011 IEEE >Efficient colon wall flattening by improved conformal mapping methodologies for computed tomography colonography
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Efficient colon wall flattening by improved conformal mapping methodologies for computed tomography colonography

机译:通过改进的共形映射方法对计算机断层扫描结肠镜进行有效的结肠壁平坦化

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Conformal mapping provides a unique way to flatten the three-dimensional (3D) colon wall. Visualizing the flattened colon wall supplies an alternative means for the task of detecting abnormality as compared to the conventional endoscopic views. In addition to the visualization, the flattened colon wall carries supplementary geometry and texture information for computer aided detection of abnormality. It is hypothesized that utilizing both the original and the flattened 3D colon walls shall improve the detection capacity of currently available computed tomography colonography. Two major challenges exist for the conformal mapping: (1) accuracy in preserving the essential geometry and (2) efficiency in computing the mapping. This paper describes an improved conformal mapping algorithm over our previous work to accelerate the computing speed and increase the calculation accuracy. Starting from a segmented colon wall, a centerline-based search strategy is applied to remove outliers or topological noise on the segmented colon wall. The de-noised wall is then flattened by the improved conformal mapping algorithm. The algorithm was tested by patient datasets with comparison to our previous algorithm. By a PC platform of 3.0GHz CPU and 8.0 GB ROM memory, the speed was accelerated from more than 70 minutes to less than 5 minutes. In addition to the gain in speed, improvement in accuracy is observed. The gained speed and accuracy are crucially important because of the current challenges in detecting small polyps in the desired high sensitivity and efficiency for screening purpose.
机译:保形贴图提供了一种扁平化三维(3D)结肠壁的独特方法。与传统的内窥镜视图相比,可视化扁平的结肠壁为检测异常提供了另一种方法。除了可视化之外,扁平的结肠壁还带有补充的几何形状和纹理信息,用于计算机辅助检测异常。假设同时使用原始3D结肠壁和扁平3D结肠壁将提高当前可用的计算机断层扫描结肠摄影的检测能力。共形映射存在两个主要挑战:(1)保留基本几何图形的准确性和(2)计算映射的效率。本文描述了一种改进的共形映射算法,该算法比我们先前的工作更快地提高了计算速度并提高了计算精度。从分割的结肠壁开始,应用基于中心线的搜索策略来消除分割的结肠壁上的异常值或拓扑噪声。然后通过改进的保形贴图算法将降噪后的墙弄平。与我们之前的算法相比,该算法已通过患者数据集进行了测试。通过3.0 GHz CPU和8.0 GB ROM内存的PC平台,速度从70多分钟加速到了不到5分钟。除了提高速度外,还可以观察到精度的提高。由于当前面临的挑战是以筛查所需的高灵敏度和高效率检测小息肉,因此获得的速度和准确性至关重要。

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