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首页> 外文期刊>IEEE Transactions on Signal Processing >The extended MENT algorithm: a maximum entropy type algorithm using prior knowledge for computerized tomography
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The extended MENT algorithm: a maximum entropy type algorithm using prior knowledge for computerized tomography

机译:扩展的MENT算法:使用计算机断层扫描先验知识的最大熵类型算法

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摘要

Unlike MENT (maximum entropy algorithm), the extended MENT algorithm can process prior information and deal with incomplete projections or limited angle data. The reconstruction problem is formulated for solving linear systems involving the Fredholm integral equation. To develop the extended MENT algorithm, maximum entropy is substituted by a more general optimization criterion, that of minimizing the discriminatory function. The a priori knowledge of the shape of the object is easily incorporated in the algorithm by using the discriminatory function. Useful mathematical properties that make the discriminatory function attractive are derived. The sensitivity of the minimum discriminatory solution is derived to determine the characteristics of the noise in the reconstructed images. The extended MENT algorithm is developed for a parallel geometry, and its convergence properties are given. Its image processing performance is better than that for other maximum entropy algorithms such as multiplicative algebraic reconstruction techniques (MART) or more standard methods such as ART and the convolution backprojection.
机译:与MENT(最大熵算法)不同,扩展的MENT算法可以处理先验信息并处理不完整的投影或有限的角度数据。为解决涉及Fredholm积分方程的线性系统,提出了重构问题。为了开发扩展的MENT算法,最大熵被一个更通用的优化准则所取代,该准则将区分函数最小化。通过使用判别函数,可以将对象形状的先验知识轻松地纳入算法中。得出使判别函数具有吸引力的有用的数学性质。得出最小判别解的灵敏度,以确定重建图像中噪声的特征。针对并行几何开发了扩展的MENT算法,并给出了其收敛性。它的图像处理性能优于其他最大熵算法(例如乘法代数重建技术(MART))或更标准的方法(例如ART和卷积反投影)。

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