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Image Reconstruction for Hybrid True-Color Micro-CT

机译:混合真彩微型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射线微型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”微型CT系统,以提高具有较低系统成本和辐射剂量的对比度分辨率。该系统将能量分辨的光子计数真正的彩色检测器包含成传统的微型CT配置,并且可用于材料分解。在本文中,我们展示了用于该混合真皮微型CT系统的内部颜色CT图像重建算法。基于压缩的感测的统计内部断层扫描方法用于重建局部光谱成像链中的每个信道,其中来自传统成像链的重建的全局灰度图像作为初始猜测。主要成分分析用于将光谱重建映射到颜色空间中。通过数值模拟,物理幻像实验和动物研究评估所提出的算法。结果证实了所提出的算法的优点,并证明了混合真正彩色微型CT系统的可行性。另外,观察到“颜色扩散”现象,由此不仅在感兴趣区域内而且产生高质量的真彩色图像,而且在邻居区域内产生。它看起来利用这种现象可能会降低给定ROI的彩色探测器尺寸,进一步降低系统成本和辐射剂量。

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