An Improved Analytical Reconstruction for Gated Cardiac SPECT Based on Intra-Frame Similarity

Yi Fan, Hongbing Lu, Chongyang Hao, Zhengrong Liang
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Abstract

In a method we proposed before, Karhune-Loeve (KL) transform was used to de-correlate the inter-frame correlation before they are reconstructed. The drawback of this method is that the covariance matrix is estimated based on the assumption that all pixels along the time direction obey the similar time function, while it is not always comply with the situation. In this paper, we propose a potential refinement method for spatio-temporal reconstruction for gated cardiac SPECT. The gated cardiac SPECT frames are grouped into several groups according to their intra-frame similarity. Then the different KL transform strategies are applied to these groups. Experimental computer simulation results show that the approach may obtain better performance than the previous one.
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一种基于帧内相似性的门控心脏SPECT改进分析重构方法
在我们之前提出的方法中,在重建帧间相关之前,使用Karhune-Loeve (KL)变换去相关。该方法的缺点是协方差矩阵的估计是基于沿时间方向的所有像素服从相似的时间函数的假设,而并不总是符合这种情况。在本文中,我们提出了一种潜在的改进方法,用于门控心脏SPECT的时空重建。根据帧内相似度将门控心脏SPECT帧分成若干组。然后将不同的KL转换策略应用于这些群体。计算机仿真实验结果表明,该方法比以前的方法具有更好的性能。
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