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A filtering approach to image reconstruction in 3D SPECT.

机译:一种用于3D SPECT中图像重建的滤波方法。

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摘要

We present a new approach to three-dimensional (3D) image reconstruction using analytical inversion of the exponential divergent beam transform, which can serve as a mathematical model for cone-beam 3D SPECT imaging. We apply a circular cone-beam scan and assume constant attenuation inside a convex area with a known boundary, which is satisfactory in brain imaging. The reconstruction problem is reduced to an image restoration problem characterized by a shift-variant point spread function which is given analytically. The method requires two computation steps: backprojection and filtering. The modulation transfer function (MTF) of the filter is derived by means of an original methodology using the 2D Laplace transform. The filter is implemented in the frequency domain and requires 2D Fourier transform of transverse slices. In order to obtain a shift-invariant cone-beam projection-backprojection operator we resort to an approximation, assuming that the collimator has a relatively large focal length. Nevertheless, numerical experiments demonstrate surprisingly good results for detectors with relatively short focal lengths. The use of a wavelet-based filtering algorithm greatly improves the stability to Poisson noise.
机译:我们提出了一种使用指数发散光束变换的解析反演进行三维(3D)图像重建的新方法,该方法可以用作锥束3D SPECT成像的数学模型。我们应用圆锥束扫描,并假设在具有已知边界的凸区域内恒定衰减,这在大脑成像中令人满意。重构问题被简化为特征在于分析给出的移位变量点扩展函数的图像恢复问题。该方法需要两个计算步骤:反投影和滤波。滤波器的调制传递函数(MTF)是使用2D拉普拉斯变换的原始方法得出的。该滤波器在频域中实现,并且需要横向切片的2D傅里叶变换。为了获得平移不变的锥束投影-反投影算子,我们假设准直器具有相对较大的焦距,因此采用近似法。然而,数值实验表明,对于焦距相对较短的探测器,其结果令人惊讶。基于小波的滤波算法的使用大大提高了对泊松噪声的稳定性。

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