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3D Shape Modeling Using Mesh Quality Preserved Deformable Models Based on Micro-CT Imaging

机译:3D使用MESH质量保存可变形模型的3D形状建模基于Micro-CT成像

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摘要

In this paper, a three-dimensional (3D) shape molding method was developed using deformable mesh models based on micro-CT imaging. The spatial constraint model took advantage of probabilistic segmentation to ensure that the deformable surface stayed in the proper configuration. Each seed point position obtained one binary segment of the micro-CT image, which was applied to construct the B-spline grid. A local neighborhood point was created around each initial position in the grid, which minimized the sum of the values of pixels behind the seed in the combined probability map. The benefit of our method is that the detail information was well-preserved, while the mesh quality was improved and execution time was reduced. Additionally, the accuracy was improved because of the shape refinement phase. A 3D human femur was successfully formed from micro-CT images, and the extensive experiments demonstrated the effectiveness and superiority of the proposed method.
机译:在本文中,使用基于微型CT成像的可变形网状模型开发了一种三维(3D)形状模塑方法。 空间约束模型利用概率分割,以确保可变形表面保持在适当的配置中。 每个种子点位置都获得了微型CT图像的一个二进制区段,其被施加以构建B样条栅格。 在网格中的每个初始位置围绕每个初始位置创建本地邻域点,这最小化了组合概率图中种子后面的像素的值之和。 我们方法的好处是细节信息被保存完好,而网格质量得到改善,并且执行时间减少。 另外,由于形状细化阶段,精度得到改善。 从微型CT图像成功地形成了3D人股骨,并且广泛的实验表明了该方法的有效性和优越性。

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