An analytical study of subpixel-based image down-sampling patterns in frequency domain

Yonggen Ling, O. Au, Ketan Tang, Jiahao Pang, Jin Zeng, Lu Fang
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引用次数: 4

Abstract

Subpixel-based image down-sampling is a class of methods that can provide improved apparent resolution of the down-scaled image compared to the pixel-based methods. The frequency characteristics of all possible subpixel-based down-sampling patterns for RGB vertical stripes are analytically studied in this paper. Our proposed algorithm reveals that there are merely seven equivalent energy distributions in the luminance frequency spectrum. To achieve higher luminance resolution, we then calculate and choose the optimal down-sampling pattern with anti-aliasing low-pass filter designed for it so as to maximize the energy of the luminance component within the cut-off shape. Experimental results show that the proposed method provides sharper images compared to the state-of-art subpixel-based methods, with little color distortion.
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基于子像素的图像频域下采样模式分析研究
基于子像素的图像降采样是一类与基于像素的方法相比,可以提供更好的图像表观分辨率的方法。本文分析研究了RGB垂直条纹中所有可能的基于亚像素的下采样模式的频率特性。我们提出的算法表明,在亮度频谱中只有七个等效的能量分布。为了获得更高的亮度分辨率,我们计算并选择了最优的下采样模式,并为其设计了抗混叠低通滤波器,使亮度分量在截止形状内的能量最大化。实验结果表明,与目前基于亚像素的方法相比,该方法能提供更清晰的图像,且颜色失真较小。
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