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A Fast Target Detection and Imaging Method for Compressive Sensing Earth Observation

机译:压缩感知地球观测的快速目标检测与成像方法

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摘要

The compressive sensing imaging technique, based on the realization of random measurement via active or passive devices (e.g., DMD), has attracted more and more attention. For imaging target of interest within large uniform scene (e.g., ships in the sea), high-resolution image was usually reconstructed and then used to detect targets, however the process is time-consuming, and moreover only part of the image consists of the targets of interest. In this paper, the stepwise multi-resolution fast target detection and imaging method through the combination of different numbers of DMD mirrors was explored. Low resolution image for larger area target searching and successively higher resolution image for smaller area containing the targets were reconstructed. Also, non-imaging fast target detection was realized based on the detector energy intensity, which includes the steps of rough target positioning by successively opening DMD blocks and accurate target positioning by adjusting the rough areas via intelligent search algorithm. Simulation experiments were carried out to compare the proposed method with traditional method. The result shows the area of the ships are accurately positioned without reconstructing the image by the proposed method and the multi-level scale imaging for suspect areas is realized. Compared with traditional target detection method from the reconstructed image, the proposed method not only highly enhances the measuring and reconstruction efficiency but also improves the positioning accuracy, which would be more significant for large area scene.
机译:基于通过有源或无源设备(例如,DMD)实现随机测量的压缩感测成像技术已引起越来越多的关注。对于大型统一场景(例如,海中的船舶)内感兴趣的目标成像,通常会重建高分辨率图像,然后将其用于检测目标,但是此过程非常耗时,而且仅图像的一部分由感兴趣的目标。本文探讨了通过组合不同数量的DMD反射镜进行逐步多分辨率快速目标检测和成像的方法。重建用于大面积目标搜索的低分辨率图像,并依次重建用于包含目标的较小区域的高分辨率图像。此外,基于检测器的能量强度实现了非成像快速目标检测,包括通过连续打开DMD块进行粗略目标定位和通过智能搜索算法调整粗略区域来进行精确目标定位的步骤。通过仿真实验比较了该方法与传统方法。结果表明,所提出的方法无需对图像进行重构即可准确定位船舶区域,实现了对可疑区域的多尺度尺度成像。与传统的基于重建图像的目标检测方法相比,该方法不仅大大提高了测量和重建效率,而且提高了定位精度,对于大面积场景具有更大的意义。

著录项

  • 来源
    《Compressive sensing III》|2014年|91090T.1-91090T.9|共9页
  • 会议地点 Baltimore MD(US)
  • 作者单位

    Key Laboratory of Quantitative Remote Sensing Information Technology, Academy of Opto-Electronics, Chinese Academy of Sciences;

    Key Laboratory of Quantitative Remote Sensing Information Technology, Academy of Opto-Electronics, Chinese Academy of Sciences,University of Chinese Academy of Sciences;

    NOAA-NESDIS Center for Satellite Application and Research;

    Department of Astronomy, University of Maryland;

    Key Laboratory of Quantitative Remote Sensing Information Technology, Academy of Opto-Electronics, Chinese Academy of Sciences;

    Key Laboratory of Quantitative Remote Sensing Information Technology, Academy of Opto-Electronics, Chinese Academy of Sciences;

    Department of Astronomy, University of Maryland;

    Key Laboratory of Quantitative Remote Sensing Information Technology, Academy of Opto-Electronics, Chinese Academy of Sciences,University of Chinese Academy of Sciences,NOAA-NESDIS Center for Satellite Application and Research;

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

    Digital micro mirror device (DMD); earth observation; compressive sensing; target detection; image resolution;

    机译:数字微镜设备(DMD);地球观测;压缩感测目标检测;图像分辨率;

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