基于fpga的自由变形计算

Jun Jiang, W. Luk, D. Rueckert
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引用次数: 14

摘要

本文描述了在医学图像处理中支持自由变形的基于fpga的设计的技术。自由变形法是一种基于b样条算法的三维可变形物体建模方法。我们的设计包括四个优化。首先,我们将三阶b样条模型的值存储在查找表中。其次,我们在实现中采用了定制的数字表示格式。第三,转换嵌套循环,将条件移出循环。第四,我们对设计进行流水线处理以提高其吞吐量,并且我们还部署了多个流水线,以便每个流水线覆盖不同的图像。我们的设计描述是用Handel-C语言捕获的,在编译时是可参数化的,以支持一系列图像分辨率和计算精度。Xilinx XC2V6000设备上的实现将能够实时处理分辨率高达256 × 256像素的图像。
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FPGA-based computation of free-form deformations
This paper describes techniques for producing FPGA-based designs that support free-form deformation in medical image processing. The free-form deformation method is based on a B-spline algorithm for modelling three-dimensional deformable objects. Our design includes four optimisations. First, we store the values of a third-order B-spline model in lookup tables. Second, we adopt a customised number representation format in our implementation. Third, we transform a nested loop so that conditionals are moved outside the loop. Fourth, we pipeline the design to increase its throughput, and we also deploy multiple pipelines such that each covers a different image. Our design description, captured in the Handel-C language, is parameterisable at compile time to support a range of image resolutions and computational precisions. An implementation on a Xilinx XC2V6000 device would be capable of processing images of resolution up to 256 by 256 pixels in real time.
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