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A quantitative validation of segmented colon in virtual colonoscopy using image moments

机译:使用图像时刻对虚拟结肠镜检查中分段结肠的定量验证

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Background Evaluation of segmented colon is one of the challenges in Computed Tomography Colonography (CTC). The objective of the study was to measure the segmented colon accurately using image processing techniques. Methods This was a retrospective study, and the Institutional Ethical clearance was obtained for the secondary dataset. The technique was tested on 85 CTC dataset. The CTC dataset of 100–120 kVp , 100?mA, and ST (Slice Thickness) of 1.25 and 2.5?mm were used for empirical testing. The initial results of the work appear in the conference proceedings. Post colon segmentation, three distance measurement techniques, and one volumetric overlap computation were applied in Euclidian space in which the distances were measured on MPR views of the segmented and unsegmented colons and the volumetric overlap calculation between these two volumes. Results The key finding was that the measurements on both the segmented and the unsegmented volumes remain same without much difference noticed. This was statistically proved. The results were validated quantitatively on 2D MPR images. An accuracy of 95.265 ± 0.4551 % was achieved through volumetric overlap computation. Through p a i r e d t ? t e s t , at α = 5 % , statistical values were p = 0.6769 , and t = 0.4169 which infer that there was no much significant difference. Conclusion The combination of different validation techniques was applied to check the robustness of colon segmentation method, and good results were achieved with this approach. Through quantitative validation, the results were accepted at α = 5 % .
机译:分段结肠的背景评估是计算机断层扫描结肠摄影(CTC)中的挑战之一。该研究的目的是使用图像处理技术准确地测量分段的结肠。方法这是回顾性研究,并获得二级数据集的制度伦理间隙。该技术在85个CTC数据集上进行了测试。 100-120 kVp,100·mA和ST(切片厚度)为1.25和2.5Ωmm的CTC数据集用于经验测试。工作的初始结果出现在会议程序中。在冒号分割后,三个距离测量技术和一个容积重叠计算应用于欧氏空间,其中在分段和未分段的冒号的MPR视图上测量距离和这两个卷之间的体积重叠计算。结果关键发现是分段和未分段卷上的测量保持不变,没有任何差异。这在统计上证明。结果在2DMPR图像上定量验证。通过体积重叠计算实现了95.265±0.4551%的精度。通过p a i r e d t?在α= 5%时,统计值是p = 0.6769,T = 0.4169的推断不会显着差异。结论应用不同验证技术的组合检查结肠分割方法的稳健性,并通过这种方法实现了良好的结果。通过定量验证,结果在α= 5%接受。

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