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Expression of individual woven yarn of textile fabric based on segmentation of three dimensional CT image considering distribution of filaments

机译:考虑长丝分布的三维CT图像分割在纺织织物单丝上的表达

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In this paper, a method to express individual woven yarns is proposed for structure analysis of a textile fabric with its three-dimensional (3D) X-ray computed tomography (CT) image. In this method, the voxels of the 3D CT image are segmented into each yarn by using the yarn position, which corresponds to the position of a sequence of the yarn center points, and the distribution of the filaments constructing the yarn. In order to obtain the yarn position, the filament orientation is first estimated at all the voxels in the 3D CT image by correlating the voxel values with a filament model. Each filament is then reconstructed by connecting the voxels of the filaments based on the estimated filament orientation. Each yarn is then reconstructed by binding the reconstructed filaments using a dissimilarity between two filaments. Finally, the yarn position is obtained by thinning the reconstructed yarns. The voxels of the 3D CT image are segmented into each yarn based on a clustering method using the Mahalanobis distance between the voxel and the obtained yarn center point considering the distribution of the filaments. Each individual yarn is expressed by the volume-rendering technique with the segmented voxels. The effectiveness of the proposed yarn expression method is confirmed by experimentally applying this method to the 3D image of a plain knitted fabric.
机译:在本文中,提出了一种表达单个编织纱线的方法,用于通过其三维(3D)X射线计算机断层扫描(CT)图像对织物进行结构分析。在该方法中,通过使用与纱线中心点的序列的位置相对应的纱线位置和构成纱线的细丝的分布,将3D CT图像的体素分割成每根纱线。为了获得纱线位置,首先通过将体素值与细丝模型相关联来估计3D CT图像中所有体素的细丝取向。然后根据估计的细丝方向,通过连接细丝的体素来重建每个细丝。然后,通过使用两根细丝之间的差异来结合重建的细丝来重建每根纱线。最后,通过细化重构纱线获得纱线位置。基于聚类方法,使用3D CT图像的体素,考虑到细丝的分布,使用体素和所获得的纱线中心点之间的马氏距离,将其分割为每条纱线。每条单独的纱线都通过具有分段体素的体绘制技术来表达。通过将实验方法应用于平纹针织物的3D图像,可以验证所提出的纱线表达方法的有效性。

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