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首页> 外文期刊>Medical Physics >Sinogram bow-tie filtering in FBP PET reconstruction.
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Sinogram bow-tie filtering in FBP PET reconstruction.

机译:在FBP PET重建中的正弦图领结滤波。

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摘要

Low-pass filtering of sinograms in the radial direction is the most common practice to limit noise amplification in filtered back projection (FBP) reconstruction of positron emission tomography studies. Other filtering strategies have been proposed to prevent the loss in resolution due to low-pass radial filters, although results have been diverse. Using the well-known properties of the Fourier transform of a sinogram, the authors defined a binary mask that matches the expected shape of the support region in the Fourier domain of the sinogram ("bow tie"). This mask was smoothed by a convolution with a ten-point Gaussian kernel which not only avoids ringing but also introduces a pre-emphasis at low frequencies. A new filtering scheme for FBP is proposed, comprising this smoothed bow-tie filter combined with a standard radial filter and an axial filter. The authors compared the performance of the bow-tie filtering scheme with that of other previously reported methods: Standard radial filtering, angular filtering, and stackgram-domain filtering. All the quantitative data in the comparisons refer to a baseline reconstruction using a ramp filter only. When using the smallest size of the Gaussian kernel in the stackgram domain, the authors achieved a noise reduction of 33% at the cost of degrading radial and tangential resolutions (14.5% and 16%, respectively, for cubic interpolation). To reduce the noise by 30%, the angular filter produced a larger degradation of contrast (3%) and tangential resolution (46% at 10 mm from the center of the field of view) and showed noticeable artifacts in the form of circular blurring dependent on the distance to the center of the field of view. For a similar noise reduction (33%), the proposed bow-tie filtering scheme yielded optimum results in resolution (gain in radial resolution of 10%) and contrast (1% increase) when compared with any of the other filters alone. Experiments with rodent images showed noticeable image quality enhancement when using the proposed bow-tie filtering scheme.
机译:在径向方向上对正弦图进行低通滤波是限制正电子发射断层扫描研究的滤波反投影(FBP)重建中噪声放大的最常见做法。已提出了其他滤波策略来防止由于低通径向滤波器而导致的分辨率损失,尽管结果有所不同。利用正弦图的傅立叶变换的众所周知的属性,作者定义了一个二进制蒙版,该蒙版与正弦图的傅立叶域(“领结”)中支撑区域的预期形状相匹配。通过与十点高斯核的卷积使该蒙版平滑,这不仅避免了振铃,而且还引入了低频的预加重。提出了一种用于FBP的新过滤方案,该方案包括将此平滑的领结过滤器与标准径向过滤器和轴向过滤器组合。作者将领结过滤方案的性能与以前报道的其他方法的性能进行了比较:标准径向过滤,角度过滤和堆栈图域过滤。比较中的所有定量数据仅指使用斜坡滤波器进行的基线重建。当在堆栈图域中使用最小尺寸的高斯核时,作者以降低径向和切向分辨率的代价实现了33%的降噪(三次插值分别为14.5%和16%)。为了将噪声降低30%,角度滤镜产生了更大的对比度下降(3%)和切向分辨率下降(距视场中心10 mm处为46%),并显示出明显的伪影,其形式取决于圆形模糊到视场中心的距离。对于类似的降噪(33%),与其他任何单独的滤波器相比,建议的领结滤波方案在分辨率(径向分辨率获得10%)和对比度(增加1%)方面产生了最佳的结果。啮齿类动物的图像实验表明,当使用建议的领结过滤方案时,图像质量得到了明显改善。

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