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混合真彩 micro-CT 的图像重建。

Image reconstruction for hybrid true-color micro-CT.

机构信息

Institute of Image Processing and Pattern Recognition, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, China.

出版信息

IEEE Trans Biomed Eng. 2012 Jun;59(6):1711-9. doi: 10.1109/TBME.2012.2192119. Epub 2012 Apr 3.

Abstract

X-ray micro-CT is an important imaging tool for biomedical researchers. Our group has recently proposed a hybrid "true-color" micro-CT system to improve contrast resolution with lower system cost and radiation dose. The system incorporates an energy-resolved photon-counting true-color detector into a conventional micro-CT configuration, and can be used for material decomposition. In this paper, we demonstrate an interior color-CT image reconstruction algorithm developed for this hybrid true-color micro-CT system. A compressive sensing-based statistical interior tomography method is employed to reconstruct each channel in the local spectral imaging chain, where the reconstructed global gray-scale image from the conventional imaging chain served as the initial guess. Principal component analysis was used to map the spectral reconstructions into the color space. The proposed algorithm was evaluated by numerical simulations, physical phantom experiments, and animal studies. The results confirm the merits of the proposed algorithm, and demonstrate the feasibility of the hybrid true-color micro-CT system. Additionally, a "color diffusion" phenomenon was observed whereby high-quality true-color images are produced not only inside the region of interest, but also in neighboring regions. It appears harnessing that this phenomenon could potentially reduce the color detector size for a given ROI, further reducing system cost and radiation dose.

摘要

X 射线微计算机断层扫描是生物医学研究人员的重要成像工具。我们小组最近提出了一种混合的“真彩色”微计算机断层扫描系统,以用更低的系统成本和辐射剂量提高对比度分辨率。该系统将能量分辨光子计数真彩色探测器集成到传统的微计算机断层扫描配置中,并可用于材料分解。在本文中,我们展示了为这种混合真彩色微计算机断层扫描系统开发的内部彩色 CT 图像重建算法。采用基于压缩感知的统计内部层析成像方法重建局部光谱成像链中的每个通道,其中来自传统成像链的重建全局灰度图像作为初始猜测。主成分分析用于将光谱重建映射到颜色空间。通过数值模拟、物理体模实验和动物研究评估了所提出的算法。结果证实了所提出算法的优点,并证明了混合真彩色微计算机断层扫描系统的可行性。此外,还观察到一种“颜色扩散”现象,即在感兴趣区域内以及相邻区域内都能产生高质量的真彩色图像。似乎利用这种现象可以为给定的 ROI 减小彩色探测器的尺寸,从而进一步降低系统成本和辐射剂量。

相似文献

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Image reconstruction for hybrid true-color micro-CT.混合真彩 micro-CT 的图像重建。
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Phys Med Biol. 2011 May 7;56(9):2791-816. doi: 10.1088/0031-9155/56/9/011. Epub 2011 Apr 5.
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Inverse Probl. 2010 Jan 1;26(3):350131-3501329. doi: 10.1088/0266-5611/26/3/035013.
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Supplemental analysis on compressed sensing based interior tomography.基于压缩感知的内部断层扫描补充分析
Phys Med Biol. 2009 Sep 21;54(18):N425-32. doi: 10.1088/0031-9155/54/18/N04. Epub 2009 Aug 28.
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Compressed sensing based interior tomography.基于压缩感知的内部断层扫描。
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