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An Efficient Image Compressor for Charge Coupled Devices Camera

机译:电荷耦合器件相机的高效图像压缩器

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摘要

Recently, the discrete wavelet transforms- (DWT-) based compressor, such as JPEG2000 and CCSDS-IDC, is widely seen as the state of the art compression scheme for charge coupled devices (CCD) camera. However, CCD images project on the DWT basis to produce a large number of large amplitude high-frequency coefficients because these images have a large number of complex texture and contour information, which are disadvantage for the later coding. In this paper, we proposed a low-complexity posttransform coupled with compressing sensing (PT-CS) compression approach for remote sensing image. First, the DWT is applied to the remote sensing image. Then, a pair base posttransform is applied to the DWT coefficients. The pair base are DCT base and Hadamard base, which can be used on the high and low bit-rate, respectively. The best posttransform is selected by the l p-norm-based approach. The posttransform is considered as the sparse representation stage of CS. The posttransform coefficients are resampled by sensing measurement matrix. Experimental results on on-board CCD camera images show that the proposed approach significantly outperforms the CCSDS-IDC-based coder, and its performance is comparable to that of the JPEG2000 at low bit rate and it does not have the high excessive implementation complexity of JPEG2000.
机译:近来,基于离散小波变换(DWT)的压缩器,例如JPEG2000和CCSDS-IDC,被广泛视为电荷耦合器件(CCD)相机的最新压缩方案。但是,CCD图像在DWT的基础上投影以产生大量的大振幅高频系数,因为这些图像具有大量的复杂纹理和轮廓信息,这对于以后的编码是不利的。在本文中,我们提出了一种低复杂度的后变换与压缩感知(PT-CS)压缩方法相结合的遥感图像。首先,将DWT应用于遥感图像。然后,将一对基本后变换应用于DWT系数。配对基准是DCT基准和Hadamard基准,可以分别在高和低比特率上使用。通过基于lp范数的方法选择最佳的后变换。后变换被认为是CS的稀疏表示阶段。通过感测测量矩阵对后变换系数进行重新采样。机载CCD摄像机图像的实验结果表明,该方法明显优于基于CCSDS-IDC的编码器,并且在低比特率下的性能可与JPEG2000媲美,并且不具有JPEG2000的过高实现复杂性。

著录项

  • 期刊名称 other
  • 作者

    Jin Li; Fei Xing; Zheng You;

  • 作者单位
  • 年(卷),期 -1(2014),-1
  • 年度 -1
  • 页码 840762
  • 总页数 20
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

  • 入库时间 2022-08-21 11:18:16

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