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Grid Artifact Reduction Based on Homomorphic Filtering in Digital Radiography Imaging

机译:基于同态滤波的数字射线成像中的网格伪影减少

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In digital radiography imaging, the x-ray images are formed based on a multiplicative model, in which the projected image of an object is multiplied by the antiscatter grid shadow. Hence, the formed image is amplitude-modulated by the grid shadow and the resultant modulated terms appear as the grid artifacts. Since the bandwidths of the modulated terms are as wide as that of the projected image, we should employ relatively wide-bandwidth band-stop filters (BSFs) to reduce the grid artifacts. When we apply such BSFs, the object to be recovered is prone to distortion due to the wide filter bandwidth. In this paper, to reduce the signal bandwidth of the grid shadow images in reduction of the grid artifacts, applying BSFs based on the homomorphic operation is proposed by employing the logarithmic function. By taking the logarithm of the formed image, we can separate the multiplicative grid component from both projected image and the exposure of x-rays. Hence, by employing a relatively narrow and fixed-bandwidth BSFs, we can efficiently alleviate the grid artifacts independently of the strength of the grid artifacts comparing to the conventional linear approaches. For real x-ray images, the superior performance of the proposed approach is compared in this paper.
机译:在数字射线照相成像中,基于乘法模型形成X射线图像,其中对象的投影图像乘以防散射网格阴影。因此,所形成的图像被网格阴影进行幅度调制,并且所产生的调制项显示为网格伪像。由于调制项的带宽与投影图像的带宽一样,我们应该使用相对较宽的带阻滤波器(BSF)来减少网格伪像。当我们应用这种BSF时,由于宽的滤波器带宽,要恢复的对象易于失真。为了减少网格伪影的产生,减小网格阴影图像的信号带宽,提出了一种基于对数函数的基于同态运算的BSF方法。通过获取所形成图像的对数,我们可以从投影图像和X射线曝光中分离出乘法网格分量。因此,与传统的线性方法相比,通过采用相对窄且固定带宽的BSF,我们可以独立于网格伪像的强度而有效地缓解网格伪像。对于真实的X射线图像,本文比较了该方法的优越性能。

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