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CUDA平台下的实时超声扫描转换

         

摘要

Scan conversion is one of the most important and widely-used technologies in medical ultrasound imaging. Unfortunately, traditional scan conversion algorithm needs intensive computation, which becomes one of the performance bottlenecks of the ultrasound system. In order to overcome this shortcoming, three parallel algorithms called real-time scan conversion for ultrasound based on Compute Unified Device Architecture (CUDA) were proposed. Through assigning the best structure of threads, rationally arranging data transmission between Central Processing Unit (CPU) and Graphic Processing Unit (CPU), and dividing computing tasks, throughput of the algorithm was increased and real-time requirement was met. Finally, this paper compared the three types of real-time scan conversion algorithms on CUDA to traditional method. This paper gets a frame rate of about more than 746 fps with the picture size of 3121 x 936, which is about 300 times faster than the CPU implementation.%为了克服传统医学超声扫描转换不能实时的缺陷,实时超声扫描转换算法利用计算统一设备架构(CUDA)技术,通过分配最优的线程结构、合理规划中央处理器(CPU)和图形处理器(GPU)之间的数据传输方式和计算任务的划分,提高了算法的吞吐量,满足了实时性.传统CPU算法和3种GPU算法的实验结果对比显示,GPU处理3121×936大小的图片,帧速率可达746 fps,并行算法加速比可达300以上.

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