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首页> 外文期刊>Advances in Astronomy >The Impact of KLT Coder on the Image Distortion in Astronomy
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The Impact of KLT Coder on the Image Distortion in Astronomy

机译:KLT编码器对天文学图像失真的影响

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摘要

Presented paper is devoted to the application of Karhunen-Loève transform (KLT) for compression and to study of KLT impact on the image distortion in astronomy. This transform is an optimal fit for images with Gaussian probability density function in order to minimize the root mean square error (RMSE). The main part of the encoder is proposed in relation to statistical image properties. Selected astronomical image processing algorithms are used for the encoder testing. The astrometry and point spread function distortion are selected as the most important criteria. The results are compared with JPEG2000 standard. The KLT encoder provides better results from the RMSE point of view. These results are promising and show the novel approach to the design of lossy image compression algorithms and also suitability for algorithms of image data structuring for retrieving, transfer, and distribution.
机译:本文致力于Karhunen-Loève变换(KLT)在压缩中的应用,并研究KLT对天文学中图像失真的影响。此变换最适合具有高斯概率密度函数的图像,以最小化均方根误差(RMSE)。相对于统计图像属性,提出了编码器的主要部分。所选的天文图像处理算法用于编码器测试。最重要的标准是选择天文测量法和点扩展函数失真。将结果与JPEG2000标准进行比较。从RMSE角度来看,KLT编码器可提供更好的结果。这些结果是有前途的,并显示了设计有损图像压缩算法的新颖方法,并且还适用于图像数据结构化算法的检索,传输和分发。

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