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Multiresolution Image Representation Using Combined 2-D and 1-D Directional Filter Banks

机译:使用二维和一维定向滤波器组相结合的多分辨率图像表示

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摘要

In this paper, effective multiresolution image representations using a combination of 2-D filter bank (FB) and directional wavelet transform (WT) are presented. The proposed methods yield simple implementation and low computation costs compared to previous 1-D and 2-D FB combinations or adaptive directional WT methods. Furthermore, they are nonredundant transforms and realize quad-tree like multiresolution representations. In applications on nonlinear approximation, image coding, and denoising, the proposed filter banks show visual quality improvements and have higher PSNR than the conventional separable WT or the contourlet.
机译:在本文中,提出了结合二维滤波器组(FB)和方向小波变换(WT)的有效多分辨率图像表示。与以前的1-D和2-D FB组合或自适应定向WT方法相比,所提出的方法实现简单且计算成本低。此外,它们是非冗余变换,可实现类似于四叉树的多分辨率表示形式。在非线性逼近,图像编码和去噪的应用中,与传统的可分离WT或Contourlet相比,所提出的滤波器组显示出视觉质量的改善,并具有更高的PSNR。

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