Zhao B, Ding H, Lu Y, Wang G, Zhao J, Molloi S
University of California Irvine, Irvine, CA.
Shanghai Jiao-Tong University, Shanghai, China.
Med Phys. 2012 Jun;39(6Part24):3915. doi: 10.1118/1.4735981.
To investigate the feasibility of an Iterative Reconstruction (IR) method utilizing the algebraic reconstruction technique coupled with dual-dictionary learning for the application of dedicated breast computed tomography (CT) based on a photon-counting detector.
Postmortem breast samples were scanned in an experimental fan beam CT system based on a Cadmium-Zinc-Telluride (CZT) photon-counting detector. Images were reconstructed from various numbers of projections with both IR and Filtered-Back-Projection (FBP) methods. Contrast-to-Noise Ratio (CNR) between the glandular and adipose tissue of postmortem breast samples were calculated to evaluate the quality of images reconstructed from IR and FBP. In addition to CNR, the spatial resolution was also used as a metric to evaluate the quality of images reconstructed from the two methods. This is further studied with a high-resolution phantom consisting of a 14 cm diameter, 10 cm length polymethylmethacrylate (PMMA) cylinder. A 5 cm diameter coaxial volume of Interest insert that contains fine Aluminum wires of various diameters was used to determine spatial resolution.
The spatial resolution and CNR were better when identical sinograms were reconstructed in IR as compared to FBP. In comparison with FBP reconstruction, a similar CNR was achieved using IR method with up to a factor of 5 fewer projections.
The results of this study suggest that IR method can significantly reduce the required number of projections for a CT reconstruction compared to FBP method to achieve an equivalent CNR. Therefore, the scanning time of a CZT-based CT system using the IR method can potentially be reduced.
研究一种迭代重建(IR)方法的可行性,该方法利用代数重建技术并结合双字典学习,用于基于光子计数探测器的专用乳腺计算机断层扫描(CT)。
在基于碲锌镉(CZT)光子计数探测器的实验性扇形束CT系统中对尸检乳腺样本进行扫描。使用IR和滤波反投影(FBP)方法从不同数量的投影重建图像。计算尸检乳腺样本的腺体组织和脂肪组织之间的对比度噪声比(CNR),以评估用IR和FBP重建的图像质量。除了CNR,空间分辨率也用作评估这两种方法重建图像质量的指标。使用由直径14厘米、长度10厘米的聚甲基丙烯酸甲酯(PMMA)圆柱体组成的高分辨率体模进一步研究。使用包含不同直径细铝线的直径5厘米的同轴感兴趣体积插入物来确定空间分辨率。
与FBP相比,当在IR中重建相同的正弦图时,空间分辨率和CNR更好。与FBP重建相比,使用IR方法在投影数量减少多达5倍的情况下仍能实现相似的CNR。
本研究结果表明,与FBP方法相比,IR方法可显著减少CT重建所需的投影数量,以实现等效的CNR。因此,使用IR方法的基于CZT的CT系统的扫描时间有可能缩短。