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Iterative X-ray Cone-Beam Tomography for Metal Artifact Reduction and Local Region Reconstruction

机译:迭代X射线锥形束断层扫描技术,用于减少金属伪像和局部区域重建

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摘要

X-ray cone-beam reconstruction from incomplete projection data has important practical applications, especially in microtomography. We developed expectation maximization (EM)-type and algebraic reconstruction technique (ART)-type iterative cone-beam reconstruction algorithms for metal artifact reduction and local reconstruction from truncated data. These iterative algorithms are adapted from the emission computerized tomography (CT) EM formula and the ART. A key step in our iterative algorithms is introduction of a projection mask and computation of a 3-D spatially varying relaxation factor that allows compensation for beam divergence and data incompleteness. The algorithms are simulated with projection data synthesized from mathematical phantoms. In simulation, the EM-type and ART-type iterative algorithms are demonstrated to be effective for metal artifact reduction and local region reconstruction. They perform similarly in terms of visual quality, image noise, and discrepancy between measured and reprojected data. The EM-type and ART-type iterative cone-beam reconstruction algorithms have potential for metal artifact reduction and local region reconstruction in X-ray CT.
机译:从不完整的投影数据重建X射线锥束具有重要的实际应用,尤其是在显微断层摄影中。我们开发了期望最大化(EM)型和代数重构技术(ART)型迭代锥束重构算法,用于减少金属伪影和从截断数据中进行局部重构。这些迭代算法改编自放射线计算机断层扫描(CT)EM公式和ART。我们的迭代算法中的关键步骤是引入投影掩模和计算3D空间变化的弛豫因子,从而可以补偿光束发散和数据不完整性。使用从数学模型合成的投影数据对算法进行仿真。在仿真中,EM型和ART型迭代算法被证明对减少金属伪影和局部区域重建有效。它们在视觉质量,图像噪声以及测量和重新投影的数据之间的差异方面表现相似。 EM型和ART型迭代锥束重建算法具有减少金属伪影和X射线CT局部区域重建的潜力。

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