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A Novel Iterative CT Reconstruction Approach Based on FBP Algorithm

机译:基于FBP算法的迭代CT重建新方法。

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摘要

The Filtered Back-Projection (FBP) algorithm and its modified versions are the most important techniques for CT (Computerized tomography) reconstruction, however, it may produce aliasing degradation in the reconstructed images due to projection discretization. The general iterative reconstruction (IR) algorithms suffer from their heavy calculation burden and other drawbacks. In this paper, an iterative FBP approach is proposed to reduce the aliasing degradation. In the approach, the image reconstructed by FBP algorithm is treated as the intermediate image and projected along the original projection directions to produce the reprojection data. The difference between the original and reprojection data is filtered by a special digital filter, and then is reconstructed by FBP to produce a correction term. The correction term is added to the intermediate image to update it. This procedure can be performed iteratively to improve the reconstruction performance gradually until certain stopping criterion is satisfied. Some simulations and tests on real data show the proposed approach is better than FBP algorithm or some IR algorithms in term of some general image criteria. The calculation burden is several times that of FBP, which is much less than that of general IR algorithms and acceptable in the most situations. Therefore, the proposed algorithm has the potential applications in practical CT systems.
机译:滤波反投影(FBP)算法及其修改版本是CT(计算机断层扫描)重建的最重要技术,但是,由于投影离散化,它可能会在重建图像中产生混叠降级。通用迭代重建(IR)算法具有计算量大和其他缺点。本文提出了一种迭代FBP方法来减少混叠降级。在该方法中,将通过FBP算法重建的图像作为中间图像,并沿原始投影方向进行投影,以产生重投影数据。原始数据和重新投影数据之间的差异由特殊的数字滤波器过滤,然后由FBP重建以产生校正项。将校正项添加到中间图像以对其进行更新。可以迭代执行此过程以逐渐提高重建性能,直到满足特定的停止标准为止。对真实数据的一些仿真和测试表明,就某些通用图像标准而言,该方法优于FBP算法或某些IR算法。计算负担是FBP的数倍,这比一般的IR算法要少得多,并且在大多数情况下是可以接受的。因此,该算法在实际的CT系统中具有潜在的应用前景。

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