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Wavelet-based image interpolation with a least squares algorithm

机译:基于小波的图像插值,最小二乘算法

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摘要

A new digital image interpolation method that is performed in the wavelet domain with a least squares algorithm is presented in this paper. This method estimates wavelet coefficients in the high frequency sub-images of the estimated High-Resolution (HR) image from the Low-Resolution (LR) image using a least squares algorithm. An inverse wavelet transform is then performed for the synthesis of the HR image. Experimental results show that the proposed method outperforms other commonly used methods such as the bilinear, bicubic, and traditional least squares methods, objectively and subjectively.
机译:本文提出了一种在具有最小二乘算法的小波域中执行的新的数字图像插值方法。该方法使用最小二乘算法估计从低分辨率(LR)图像的估计的高分辨率(HR)图像的高频子图像中的小波系数。然后对HR图像的合成来执行逆小波变换。实验结果表明,该方法优于其他常用的方法,如双线性,双亮和传统最小二乘法,客观和主观。

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