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Efficient Computerized-Tomography Reconstruction Using Low-Cost FPGA-DSP Chip

机译:使用低成本FPGA-DSP芯片的高效计算机断层扫描重建

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摘要

In this paper, filtered back-projection algorithm is optimally implemented using low-cost Spartan 3A-DSP 3400 chip. The optimization enables parallel implementation. The combination of the pixel parallelism and projection parallelism is presented to significantly reduce the total reconstruction time to produce the image. The applied data is presented in fixed point format to achieve efficient implementation with maximum speed. The selection of data bus-width is optimized with very little error and good visual quality required for medical images. Before implementation, the computer tomography (CT) reconstruction simulator is developed to provide a testing reference for the hardware implementation. Using the combination of the pixel parallelism and projection parallelism, the presented hardware design achieves image reconstruction of a 512-by-512 pixel imagefrom 1024 projections in 134.8 ms using 50 MHz clock cycles. It achieves the reduction of the required number of clock cycles to form an image from projections by 60 % comparing to the state of the art of the reconstruction time using field programmable gate array (FPGA) design.
机译:在本文中,使用低成本的Spartan 3A-DSP 3400芯片最佳地实现过滤的背投算法。优化启用并行实现。提出了像素并行性和投影并行性的组合,以显着降低产生图像的总重建时间。应用数据以固定点格式呈现,以实现最大速度的有效实现。数据总线宽度的选择以非常小的误差和医学图像所需的良好视觉质量进行优化。在实现之前,开发了计算机断层扫描(CT)重建模拟器,为硬件实现提供测试参考。使用像素并行和投影并行性的组合,所呈现的硬件设计实现了512×512像素图像的图像重建从1024个投影中的134.8 ms使用50 MHz时钟周期。它达到了从使用现场可编程门阵列(FPGA)设计的重建时间的领域的预测到从投影中所需的时钟周期数量的减少。

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