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首页> 外文期刊>Physics in medicine and biology. >Closed-form kinetic parameter estimation solution to the truncated data problem.
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Closed-form kinetic parameter estimation solution to the truncated data problem.

机译:截断数据问题的封闭形式动力学参数估计解决方案。

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In a dedicated cardiac single photon emission computed tomography (SPECT) system, the detectors are focused on the heart and the background is truncated in the projections. Reconstruction using truncated data results in biased images, leading to inaccurate kinetic parameter estimates. This paper has developed a closed-form kinetic parameter estimation solution to the dynamic emission imaging problem. This solution is insensitive to the bias in the reconstructed images that is caused by the projection data truncation. This paper introduces two new ideas: (1) it includes background bias as an additional parameter to estimate, and (2) it presents a closed-form solution for compartment models. The method is based on the following two assumptions: (i) the amount of the bias is directly proportional to the truncated activities in the projection data, and (ii) the background concentration is directly proportional to the concentration in the myocardium. In other words, the method assumes that the image slice contains only the heart and the background, without other organs, that the heart is not truncated, and that the background radioactivity is directly proportional to the radioactivity in the blood pool. As long as the background activity can be modeled, the proposed method is applicable regardless of the number of compartments in the model. For simplicity, the proposed method is presented and verified using a single compartment model with computer simulations using both noiseless and noisy projections.
机译:在专用的心脏单光子发射计算机断层扫描(SPECT)系统中,检测器聚焦在心脏上,背景在投影中被截断。使用截断的数据进行重建会导致图像产生偏差,从而导致动力学参数估算值不准确。针对动态发射成像问题,本文提出了一种封闭形式的动力学参数估计解决方案。该解决方案对由投影数据截断引起的重构图像中的偏差不敏感。本文介绍了两个新思想:(1)包括背景偏差作为估计的附加参数,(2)为车厢模型提供了封闭形式的解决方案。该方法基于以下两个假设:(i)偏差量与投影数据中的截短活动直接成比例,并且(ii)背景浓度与心肌中的浓度直接成比例。换句话说,该方法假定图像切片仅包含心脏和背景,而没有其他器官,心脏没有被截断,并且背景放射性与血液中的放射性成正比。只要可以对背景活动进行建模,则无论模型中的隔室数量如何,所提出的方法都是适用的。为简单起见,本文提出的方法是通过使用具有无噪声和噪声投影的计算机模拟的单隔室模型进行展示和验证的。

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