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Fast arbitrary resizing of images in the discrete cosine transform domain

机译:在离散余弦变换域中快速任意调整图像大小

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摘要

This study presents a method to resize images by a rational factor of P/Q in the discrete cosine transform (DCT) domain, where P and Q are relatively prime integers larger than 1. Our method extends on the prior work of Mukherjee and Mitra, which utilises the spatial relationship of DCT coefficients between a block and its sub-blocks. To resize images by a factor of P/Q, the images are first up-sampled by a factor of P and then down-sampled by a factor of Q. Although this method produces resized images with good visual quality, it requires high computational cost. In this study, the authors generalise an observation found in the spatial relationship of the DCT coefficients between a block and its sub-blocks. Subsequently, a sparse matrix representation is derived from this observation to reduce the computational cost of the proposed method. To further reduce computational cost of the proposed method, a subset of up-sampled DCT coefficients is used in the down-sampling operation. From various experiments, the authors have determined the lowest number of up-sampled DCT coefficients to be used in the down-sampling operation without affecting the visual quality of the resized images. As compared to existing methods, the proposed method requires lower computational cost and produces resized images of good visual quality.
机译:这项研究提出了一种在离散余弦变换(DCT)域中通过P / Q的有理因数来调整图像大小的方法,其中P和Q是大于1的相对质数整数。我们的方法扩展了Mukherjee和Mitra的先前工作,它利用了一个块及其子块之间的DCT系数的空间关系。要将图像调整为P / Q的大小,首先将图像按P的大小进行上采样,然后按Q的大小进行下采样。尽管此方法生成具有良好视觉质量的调整大小的图像,但它需要很高的计算成本。在这项研究中,作者概括了一个块及其子块之间DCT系数的空间关系中发现的观察结果。随后,从该观察结果导出稀疏矩阵表示,以减少所提出方法的计算成本。为了进一步降低所提出方法的计算成本,在下采样操作中使用了上采样的DCT系数的子集。通过各种实验,作者确定了在降采样操作中使用的最少数量的升采样DCT系数,而不会影响调整大小图像的视觉质量。与现有方法相比,所提出的方法需要较低的计算成本,并产生具有良好视觉质量的调整大小的图像。

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  • 来源
    《Image Processing, IET 》 |2011年第1期| p.73-86| 共14页
  • 作者单位

    School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore;

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  • 正文语种 eng
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