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Image Geometric Correction Parallelization of the Multi-azimuth UV Imager Based on GPU

机译:基于GPU的多方位紫外成像仪的图像几何校正并行化

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摘要

The Multi-Azimuth UV Imager (MAVI) is designed and built by Chinese scientific institute independently. The MAVI is comprised of the ultraviolet ring imager and the ultraviolet forward imager. One track of image of ultraviolet ring imager contains hundreds of standard image frames arranged along the track direction and possesses relatively higher data volume. To produce the standard level-one product rapidly, the entire procedure of geometric correction was decomposed into parameter parsing, data reading into memory, model of geometric correction, and data exporting to hard disk. Among these four steps of ultraviolet ring imager image processing, the construction and calculating of geometric correction model is the most time consuming. There exist several for loops in steps of geometric positioning and vector calculating. Simultaneously, the majority of C code of geometric positioning and vector calculating should be rewritten to adapt the CUDA GPU in this practice. Experimental results show that parallelized geometric correction could reach a speedup of 3.2 through image partition along the column direction on GPU. A better speedup result of URI image processing would be achieved through parallelizing all for loops in every step.
机译:多方位紫外成像仪(MAVI)由中国科研机构独立设计和制造。 MAVI由紫外环形成像仪和紫外正向成像仪组成。紫外线环形成像器的一条图像轨道包含沿轨道方向排列的数百个标准图像帧,并具有相对较高的数据量。为了快速生产标准的一级产品,将几何校正的整个过程分解为参数解析,数据读入内存,几何校正模型以及数据导出到硬盘。在紫外线环形成像器图像处理的这四个步骤中,几何校正模型的构建和计算最耗时。在几何定位和矢量计算的步骤中存在多个for循环。同时,应重新编写大多数几何定位和矢量计算的C代码,以适应该实践中的CUDA GPU。实验结果表明,通过在GPU上沿列方向进行图像分割,并行几何校正可以达到3.2的加速比。通过并行化每个步骤中的所有for循环,可以获得URI图像处理更好的加速结果。

著录项

  • 来源
  • 会议地点 Beijing(CN)
  • 作者单位

    Key Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, People's Republic of China;

    Key Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, People's Republic of China;

    Key Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, People's Republic of China;

    Key Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, People's Republic of China;

    Key Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, People's Republic of China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Tiangong-2; Ultraviolet ring imager; GPU; Geometric correction; Vector calculating;

    机译:天宫2号紫外线环形成像仪; GPU;几何校正;向量计算;

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