Reducing Stair Artifacts in CT Reconstruction

Mark A Wedekind, Eric Oertel, Susana Castillo, M. Magnor
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Abstract

Computed Tomography is increasingly employed for non-destructive evaluation, with the aim of reconstructing a surface mesh of a scanned object from radiographic projections. State-of-the-art algorithms first reconstruct a voxel grid and then extract a surface mesh using existing meshing algorithms, often leading to stair-like aliasing artifacts along the grid axes, due to the grid’s orientation-dependent resolution. We circumvent such artifacts in filtered backprojection reconstructions by optimizing the mesh’s vertex positions using information taken directly from the projections, rather than from a voxel grid. We show that our approach reduces stair artifacts both visibly and measurably, at relatively little additional computational cost. Our method can be tied into existing mesh extraction algorithms and removes stair artifacts almost entirely.
减少CT重建中的阶梯伪影
计算机断层扫描越来越多地用于非破坏性评估,目的是从放射成像投影重建扫描物体的表面网格。最先进的算法首先重建体素网格,然后使用现有的网格划分算法提取表面网格,由于网格的方向依赖分辨率,通常会导致沿着网格轴的阶梯状混叠伪影。我们通过使用直接从投影中获取的信息而不是从体素网格中获取的信息来优化网格的顶点位置,从而在过滤后的反向投影重建中规避了这些伪影。我们表明,我们的方法在相对较少的额外计算成本下,可以明显地和可测量地减少楼梯伪像。我们的方法可以与现有的网格提取算法相结合,几乎完全去除楼梯伪影。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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