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采用三弧投影的快速三材料建模用于CT结肠成像中的电子清洗

Fast three-material modeling with triple arch projection for electronic cleansing in CTC.

作者信息

Lee Hyunna, Lee Jeongjin, Kim Bohyoung, Kim Se Hyung, Shin Yeong-Gil

出版信息

IEEE Trans Biomed Eng. 2014 Jul;61(7):2102-11. doi: 10.1109/TBME.2014.2313888. Epub 2014 Mar 26.

DOI:10.1109/TBME.2014.2313888
PMID:24686232
Abstract

In this paper, we propose a fast three-material modeling for electronic cleansing (EC) in computed tomographic colonography. Using a triple arch projection, our three-material modeling provides a very quick estimate of the three-material fractions to remove ridge-shaped artifacts at the T-junctions where air, soft-tissue (ST), and tagged residues (TRs) meet simultaneously. In our approach, colonic components including air, TR, the layer between air and TR, the layer between ST and TR (L(ST/TR)), and the T-junction are first segmented. Subsequently, the material fraction of ST for each voxel in L(ST/TR) and the T-junction is determined. Two-material fractions of the voxels in L(ST/TR) are derived based on a two-material transition model. On the other hand, three-material fractions of the voxels in the T-junction are estimated based on our fast three-material modeling with triple arch projection. Finally, the CT density value of each voxel is updated based on our fold-preserving reconstruction model. Experimental results using ten clinical datasets demonstrate that the proposed three-material modeling successfully removed the T-junction artifacts and clearly reconstructed the whole colon surface while preserving the submerged folds well. Furthermore, compared with the previous three-material transition model, the proposed three-material modeling resulted in about a five-fold increase in speed with the better preservation of submerged folds and the similar level of cleansing quality in T-junction regions.

摘要

在本文中,我们提出了一种用于计算机断层结肠成像中电子清洗(EC)的快速三材料建模方法。通过三重弓投影,我们的三材料建模能够非常快速地估计三材料分数,以去除空气、软组织(ST)和标记残留物(TRs)同时相遇的T形交界处的脊状伪影。在我们的方法中,首先对包括空气、TR、空气与TR之间的层、ST与TR之间的层(L(ST/TR))以及T形交界处在内的结肠成分进行分割。随后,确定L(ST/TR)和T形交界处中每个体素的ST材料分数。基于双材料过渡模型推导L(ST/TR)中体素的双材料分数。另一方面,基于我们带有三重弓投影的快速三材料建模来估计T形交界处中体素的三材料分数。最后,基于我们的保褶重建模型更新每个体素的CT密度值。使用十个临床数据集的实验结果表明,所提出的三材料建模成功地去除了T形交界处的伪影,并清晰地重建了整个结肠表面,同时很好地保留了凹陷的褶皱。此外,与先前的三材料过渡模型相比,所提出的三材料建模在速度上提高了约五倍,同时更好地保留了凹陷的褶皱,并且在T形交界处区域的清洗质量水平相似。

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Fast three-material modeling with triple arch projection for electronic cleansing in CTC.采用三弧投影的快速三材料建模用于CT结肠成像中的电子清洗
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引用本文的文献

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Asian Pac J Cancer Prev. 2019 Feb 26;20(2):629-637. doi: 10.31557/APJCP.2019.20.2.629.
2
Electronic cleansing in computed tomography colonography using AT layer identification with integration of gradient directional second derivative and material fraction model.在计算机断层结肠成像中使用基于梯度方向二阶导数和物质分数模型集成的AT层识别进行电子清洗。
BMC Med Imaging. 2017 Sep 4;17(1):53. doi: 10.1186/s12880-017-0224-6.