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Minimization of aliasing artifacts during partial subband reconstruction with Wiener filters

机译:使用Wiener滤波器在部分子带重建期间将混叠伪像最小化

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Abstract: Separable subband coding is an increasingly popular method of image compression. This technique divides an image into spatial frequency bands by convolving it with one-dimensional low- and high-pass filters and then decimating the results. Reconstruction is performed by interpolating the subbands using a mathematically related set of filters. Since the analysis filters are not ideal, their spectral overlap results in aliasing from the subsampling step. However, certain restrictions can be made on the form of the analysis and synthesis filters which will cancel the aliasing when the images are reconstructed. Filter banks so designed are said to have the perfect reconstruction property. This property is lost when not all the subbands are used in the reconstruction process. Sometimes, lack of channel bandwidth or decoder processing power makes it necessary to discard some of the higher frequency bands and reconstruct only the lower frequencies. In this case, the aliasing is no longer cancelled, such that the resulting picture is not just a low-passed version of the original and its appearance is noticeably degraded. In order to improve the picture quality, a technique is proposed which minimizes the amount of aliasing during the reconstruction process when the high subbands are not present. This method models the spectrum of the image and employs an optimal Wiener filter instead of the normal subband low-pass synthesis filter. Although no additional computation is required beyond that for a normal reconstruction, experiments show that the images produced are improved in both a visual and a signal-to-noise ratio sense.!11
机译:摘要:可分离的子带编码是一种越来越流行的图像压缩方法。该技术通过将图像与一维低通和高通滤波器进行卷积,然后将结果抽取,将图像划分为多个空间频段。通过使用数学上相关的一组滤波器对子带进行内插来执行重建。由于分析滤波器不是理想的,因此它们的光谱重叠会导致子采样步骤中出现混叠。但是,可以对分析和合成过滤器的形式进行某些限制,这些限制会在重建图像时消除混叠。如此设计的滤清器据说具有完美的重建性能。当并非所有子带都在重建过程中使用时,此属性会丢失。有时,缺乏信道带宽或解码器处理能力使得有必要丢弃一些较高的频带而仅重构较低的频率。在这种情况下,不再消除混叠,从而使所得的图像不仅仅是原始图像的低通版本,并且其外观会明显下降。为了改善图像质量,提出了一种在不存在高子带时在重构过程中最小化混叠量的技术。该方法对图像的光谱建模,并使用最佳的维纳滤波器代替常规的子带低通合成滤波器。尽管除了正常的重建外不需要其他计算,但实验表明,所产生的图像在视觉和信噪比方面都得到了改善。11

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