论文标题

超级分辨率双能锥光束CT成像,带双层平板检测器

Super resolution dual-energy cone-beam CT imaging with dual-layer flat-panel detector

论文作者

Su, Ting, Zhu, Jiongtao, Zhang, Xin, Zeng, Dong, Tan, Yuhang, Cui, Han, Zheng, Hairong, Ma, Jianhua, Liang, Dong, Ge, Yongshuai

论文摘要

对于医用锥束计算机断层扫描(CBCT)成像,通常将平板检测器(FPD)的天然受体阵列归纳为降低的基质大小。通过这样做,信号读数速度可以提高4-9倍以上,而牺牲空间分辨率至少为50%-67%。显然,这种传统在同时产生高空间分辨率和高时间分辨率的CBCT图像方面构成了主要的瓶颈。此外,传统的FPD在产生双能CBCT图像时也很难。在本文中,我们提出了一种创新的超级分辨率双能CBCT成像方法,即基于双层FPD(DL-FPD),以立即克服这些上述困难。借助SURI,具体来说,使用1D或2D子像素(本研究中的半像素)移动套筒以替换常规对齐的套件,以使双能量数据习得期间的空间采样率增加一倍。结果,Suri方法提供了一种新的策略,可以通过FPD实现高信号读数速度和高空间分辨率CBCT成像。此外,开发了惩罚的材料分解算法是为了直接从包含空间亚像素转移的双能CBCT投影中直接重建高分辨率碱基。基于单层FPD和DL-FPD的实验是用物理幻象和生物样品进行的,以验证这种新开发的Suri方法。合成的单色CT成像结果表明,Suri可以将空间图像分辨率显着提高46.15%。我们认为,开发的SURI方法将能够大大提高将来基于DL-FPD的双能CBCT系统的成像性能。

For medical cone-beam computed tomography (CBCT) imaging, the native receptor array of the flat-panel detector (FPD) is usually binned into a reduced matrix size. By doing so, the signal readout speed can be increased by over 4-9 times at the expense of sacrificing the spatial resolution by at least 50%-67%. Clearly, such tradition poses a main bottleneck in generating high spatial resolution and high temporal resolution CBCT images at the same time. In addition, the conventional FPD is also difficult in generating dual-energy CBCT images. In this paper, we propose an innovative super resolution dual-energy CBCT imaging method, named as suRi, based on dual-layer FPD (DL-FPD) to overcome these aforementioned difficulties at once. With suRi, specifically, an 1D or 2D sub-pixel (half pixel in this study) shifted binning is applied to replace the conventionally aligned binning to double the spatial sampling rate during the dual-energy data acquisition. As a result, the suRi approach provides a new strategy to enable high signal readout speed and high spatial resolution CBCT imaging with FPD. Moreover, a penalized likelihood material decomposition algorithm is developed to directly reconstruct the high resolution bases from the dual-energy CBCT projections containing spatial sub-pixel shifts. Experiments based on the single-layer FPD and DL-FPD are performed with physical phantoms and biological specimen to validate this newly developed suRi method. The synthesized monochromatic CT imaging results demonstrate that suRi can significantly improve the spatial image resolution by 46.15%. We believe the developed suRi method would be capable to greatly enhance the imaging performance of the DL-FPD based dual-energy CBCT systems in future.

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