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Low-Dose and Scatter-Free Cone-Beam CT Imaging Using a Stationary Beam Blocker in a Single Scan: Phantom Studies

机译:单次扫描中使用固定梁阻挡机的低剂量和无散锥梁CT成像:幻影研究

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Excessive imaging dose from repeated scans and poor image quality mainly due to scatter contamination are the two bottlenecks of cone-beam CT (CBCT) imaging. Compressed sensing (CS) reconstruction algorithms show promises in recovering faithful signals from low-dose projection data but do not serve well the needs of accurate CBCT imaging if effective scatter correction is not in place. Scatter can be accurately measured and removed using measurement-based methods. However, these approaches are considered unpractical in the conventional FDK reconstruction, due to the inevitable primary loss for scatter measurement. We combine measurement-based scatter correction and CS-based iterative reconstruction to generate scatter-free images from low-dose projections. We distribute blocked areas on the detector where primary signals are considered redundant in a full scan. Scatter distribution is estimated by interpolating/extrapolating measured scatter samples inside blocked areas. CS-based iterative reconstruction is finally carried out on the undersampled data to obtain scatter-free and low-dose CBCT images. With only 25% of conventional full-scan dose, our method reduces the average CT number error from 250 HU to 24 HU and increases the contrast by a factor of 2.1 on Catphan 600 phantom. On an anthropomorphic head phantom, the average CT number error is reduced from 224 HU to 10 HU in the central uniform area.
机译:来自重复扫描的过度成像剂量和图像质量差主要是由于散射污染的是锥形束CT(CBCT)成像的两个瓶颈。压缩传感(CS)重建算法显示出于从低剂量投影数据中恢复忠实信号的承诺,但如果有效的散射校正未到位,则不应良好地服务于精确CBCT成像的需求。可以使用基于测量的方法精确地测量和去除散射。然而,由于散射测量的不可避免的初级损失,这些方法在传统的FDK重建中被认为是不可行的。我们将基于测量的散点校正和基于CS的迭代重建结合起来从低剂量投影产生无散射图像。我们在探测器上分发阻塞区域,其中主信号在全扫描中被认为是冗余的。通过在封闭区域内插入/推断测量的散射样品来估计散射分布。最终对基于CS的迭代重建最终对缺陷的数据进行,以获得散射和低剂量CBCT图像。只有25%的常规全扫描剂量,我们的方法将平均CT数误差从250 HU降至24 HU,并在CATPHAN 600幻影上增加了2.1因子的对比度。在一个拟人型头部幻影上,平均CT号误差在中央均匀区域中从224 u到10 u降低。

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