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Colour image interpolation for high resolution acquisition and display devices

机译:彩色图像插值,用于高分辨率采集和显示设备

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Spatial interpolation is an important technique that is often used to perform an image zoom or to simply recover an original image from its downsampled version. The rapid advancements in hardware, both in acquisition and display devices, has made it possible to process high resolution digital colour images. However, the multichannel nature of colour images demands sophisticated signal processing algorithms that take into account the existing interchannel correlations when performing image expansion. Many conventional linear approaches exist. Nevertheless, these produce artifacts in the form of blockiness, jagged lines, and blurring in the interpolated image. In addition to this, these methods perform independently in each colour plane, thereby neglecting the colour component correlation. A set of nonlinear vector FIR-median hybrid (VFMH) filters are applied to the interpolation problem. These schemes are based on the class of vector order statistic filters which have desirable properties, such as the preservation of edges and image details, and the preservation of interchannel correlations. Colour images are interpolated from their downsampled versions and all of the techniques are compared, both, quantitatively as well as qualitatively. Experimental results indicate that VFMH filters produce better quantitative, and visually pleasing results than linear techniques.
机译:空间插值是一项重要技术,通常用于执行图像缩放或仅从其降采样后的版本中恢复原始图像。采集和显示设备中硬件的飞速发展使得处理高分辨率数字彩色图像成为可能。但是,彩色图像的多通道性质需要复杂的信号处理算法,该算法必须在执行图像扩展时考虑到现有的通道间相关性。存在许多常规的线性方法。然而,这些会在插值图像中产生块状,锯齿状和模糊形式的伪像。除此之外,这些方法在每个颜色平面中独立执行,从而忽略了颜色成分的相关性。一组非线性矢量FIR中值混合(VFMH)滤波器应用于插值问题。这些方案基于矢量阶统计滤波器的类别,该矢量阶统计滤波器具有理想的属性,例如边缘和图像细节的保留以及通道间相关性的保留。从降采样的版本中插入彩色图像,并对所有技术进行定量和定性比较。实验结果表明,与线性技术相比,VFMH滤波器可产生更好的定量和视觉效果。

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