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Real-time restoration algorithm based on one-dimensional Wiener filters for different rates of image motion blur

机译:基于一维维纳滤波器的实时恢复算法,用于不同速率的图像运动模糊

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摘要

To eliminate side-oblique image motion, a fast image algorithm is proposed for implementation on aerial camera systems. When an aerial camera works at a side-oblique angle, much parallel image motion with different rates will occur on the focal plane array simultaneously. Through analysis of how different rates of parallel image motion blur are generated and the relationship between image motion and the field of view (FOV) angle in side-oblique situations, the entire blurred image can be segmented into many slices by their different rates of image motion. To be computed quickly, the slices are divided into pixel lines continuously, and then a specific parallel computing scheme is presented using 1-D Wiener filters to restore all the pixel lines. With all the resulting pixel lines combined, the restoration image comes into being. The experiment results show that the proposed algorithm can effectively restore the details of side-oblique blurred images. The peak signal-to-noise ratio (PSNR) of the restored image can reach 31.426. With the help of the parallel computing capability of a graphics processing unit (GPU), the proposed algorithm can restore a 2048 x 2048 8-bit blurred image in 17 ms, realizing real-time restoration.
机译:为了消除侧斜图像运动,提出了一种在航空相机系统上实现的快速图像算法。当航空摄像机以侧斜角工作时,焦平面阵列上会同时发生许多不同速率的平行图像运动。通过分析如何产生不同速率的平行图像运动模糊以及侧斜情况下图像运动与视场角(FOV)的关系,可以将整个模糊图像按其不同图像速率分为许多切片运动。为了快速计算,将切片连续划分为像素线,然后使用一维维纳滤波器提出一种特定的并行计算方案,以恢复所有像素线。将所有得到的像素线组合在一起,就形成了恢复图像。实验结果表明,该算法可以有效地恢复侧斜模糊图像的细节。恢复的图像的峰值信噪比(PSNR)可以达到31.426。借助图形处理单元(GPU)的并行计算功能,该算法可以在17 ms内恢复2048 x 2048 8位模糊图像,从而实现实时恢复。

著录项

  • 来源
    《Journal of electronic imaging》 |2009年第2期|56-61|共6页
  • 作者

    Shi Li; Bao Zhang; Hui Sun;

  • 作者单位

    Chinese Academy of Sciences Changchun Institute of Optics Fine Mechanics and Physics Changchun 130033, China Graduate School of the Chinese Academy of Sciences Beijing 100039, China;

    Chinese Academy of Sciences Changchun Institute of Optics Fine Mechanics and Physics Changchun 130033, China;

    Chinese Academy of Sciences Changchun Institute of Optics Fine Mechanics and Physics Changchun 130033, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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