Landweber迭代算法在层析图像重建中的性能

B. Sathishkumar, G. Nagarajan
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引用次数: 1

摘要

随着计算机断层扫描技术的快速发展,图像重建算法也在不断进步。基本的逆问题是从有限多个测量值中重建一个函数,因此与该函数有关。测量数据是有限的,它不能用于确定一个单一的正确解决方案。迭代重建算法对有限投影具有稳定的解。本文对基于landweber的迭代图像重建进行了仿真,并与不同算法进行了性能比较。然后,用相对于原始图像的平均绝对误差和相关系数来表示重建图像的质量。整个仿真在Matlab工具中进行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance of Landweber iteration algorithm in tomographic image reconstruction
The rapid growth of computed tomography has been accompanied by equally advancing in image reconstruction algorithm also. The fundamental inverse problem is the reconstruction of a function from finitely many measurements, so pertaining to that function. The measured data are limited, and it cannot serve to determine one single correct solution. The iterative reconstruction image reconstruction algorithms have stable solution to the limited projection. In this paper, Landweber-based iteration image reconstruction is simulated and its performance is compared with different algorithm. Then, the quality of the reconstructed image is expressed in terms of mean absolute error and correlation coefficient as compared to the original image. The entire simulations are performed in Matlab tool.
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