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Image Reconstruction for Hybrid True-Color Micro-CT

机译:混合式真彩色微型CT的图像重建

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摘要

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.
机译:X射线微CT是生物医学研究人员的重要成像工具。我们的小组最近提出了一种混合“真彩色”微型CT系统,以降低系统成本和辐射剂量来提高对比度分辨率。该系统将能量分辨光子计数真彩色检测器整合到常规的微CT配置中,可用于材料分解。在本文中,我们演示了为此混合真彩色微CT系统开发的内部彩色CT图像重建算法。采用基于压缩感测的统计内部层析成像方法来重建局部光谱成像链中的每个通道,其中从常规成像链中重建的全局灰度图像用作初始猜测。主成分分析用于将光谱重建映射到色彩空间中。通过数值模拟,体模实验和动物研究对提出的算法进行了评估。结果证实了该算法的优点,并证明了混合真彩色微CT系统的可行性。此外,观察到``颜色扩散''现象,从而不仅在关注区域内部而且在相邻区域中都生成了高质量的真彩色图像。利用这种现象可以潜在地减小给定ROI的彩色检测器尺寸,从而进一步降低系统成本和辐射剂量。

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