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Content-based onboard compression for remote sensing images

机译:基于内容的机载压缩以用于遥感图像

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摘要

New-generation instruments on spacecraft are collecting a large amount of information at an increasing rate, which makes the onboard data compression a challenging task. Moreover, existing compression methods usually scan an image in a fixed way without considering the content of the image, which makes the performance improvements of these methods often marginal at best. In this paper, we present a novel, content-based, adaptive scanning (CAS) scheme for onboard compression. For a remote sensing image, first, the wavelet transform is performed. Second, an adaptive scanning method is proposed, which can provide different scanning orders among and within subbands, respectively. The former aims at organizing the codestream according to the importance of subbands, and the latter focuses on preserving the texture information as much as possible. Finally, the binary tree codec is utilized to code the 1-D coefficient array after scanning. Experimental results demonstrate that compared with other scan based compression methods, including CCSDS, JPEG2000, and even the state-of-the-art adaptive binary tree coding (BTCA), the proposed compression method can effectively improve the coding performance. In addition, the method does not use entropy coding or any complicated components, which makes it extremely suitable for onboard compression. (C) 2016 Elsevier B.V. All rights reserved.
机译:新一代航天器仪器正以越来越高的速度收集大量信息,这使机载数据压缩成为一项艰巨的任务。而且,现有的压缩方法通常以固定的方式扫描图像而无需考虑图像的内容,这使得这些方法的性能改进通常充其量是有限的。在本文中,我们提出了一种新颖的基于内容的自适应扫描(CAS)方案,用于机载压缩。对于遥感图像,首先,执行小波变换。其次,提出了一种自适应扫描方法,该方法可以分别在子带内和子带内提供不同的扫描顺序。前者旨在根据子带的重要性来组织码流,而后者则致力于尽可能保留纹理信息。最后,利用二叉树编解码器对扫描后的一维系数数组进行编码。实验结果表明,与其他基于扫描的压缩方法(包括CCSDS,JPEG2000甚至最先进的自适应二叉树编码(BTCA))相比,该压缩方法可以有效地提高编码性能。另外,该方法不使用熵编码或任何复杂的组件,这使其非常适合于机载压缩。 (C)2016 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2016年第26期|330-340|共11页
  • 作者单位

    Harbin Inst Technol, Dept Informat Engn, Harbin 150001, Peoples R China|Qiqihar Univ, Dept Commun Engn, Qiqihar 161000, Peoples R China;

    Harbin Inst Technol, Dept Informat Engn, Harbin 150001, Peoples R China;

    Harbin Inst Technol, Dept Informat Engn, Harbin 150001, Peoples R 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

    Onboard compression; Content-based; Adaptive scanning; Remote sensing image; Binary tree coding;

    机译:机载压缩;基于内容;自适应扫描;遥感图像;二叉树编码;

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