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International journal of biomedical research & practice最新文献

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Better than the Total Variation Regularization. 优于总变异正则化。
Pub Date : 2024-01-01 Epub Date: 2024-06-21
Gengsheng L Zeng

The total variation (TV) regularization is popular in iterative image reconstruction when the piecewise-constant nature of the image is encouraged. As a matter of fact, the TV regularization is not strong enough to enforce the piecewise-constant appearance. This paper suggests a different regularization function that is able to discourage some smooth transitions in the image and to encourage the piecewise-constant behavior. This new regularization function involves a Gaussian function. We use the limited-angle tomography problem to illustrate the effectiveness of this new regularization function. The limited-angle tomography situation considered in this paper uses a scanning angular range of 40 ° . For two-dimensional parallel-beam imaging, the required angular range is supposed to be 180 ° .

总变化(TV)正则化在迭代图像重建中很受欢迎,因为它鼓励图像的片断不变性。事实上,TV 正则化的强度不足以实现片断不变的外观。本文提出了一种不同的正则化函数,它能够抑制图像中的一些平滑过渡,并鼓励片断恒定行为。这种新的正则化函数涉及一个高斯函数。我们使用有限角度断层扫描问题来说明这种新正则化函数的有效性。本文考虑的有限角度断层扫描情况使用 40 ° 的扫描角度范围。对于二维平行光束成像,所需的角度范围应该是 180 °。
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International journal of biomedical research & practice
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