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A Novel Image Compression Algorithm using Ridgelet Transformation with Modified EBCOT

机译:基于脊波变换和改进的EBCOT的图像压缩新算法

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JPEG2000 is the image compression standard which includes three core techniques: wavelet lifting scheme and EBCOT and MQ arithmetic coder. The EBCOT algorithm uses a Wavelet transform to generate the subband samples, which are quantized and coded. Normal Wavelet transforms fail to represent such functions effectively while Ridge functions are effective in representing functions that have discontinuities along straight lines. If the coefficients obtained from Ridgelet transform of the image with more discontinuities along straight lines have to be subject to quantization and coding process with EBCOT, the existing structure of the EBCOT should be modified to suit with the output of the Finite Ridgelet Transform (FRIT). In this paper, an effective image coding technique is proposed. The technique, which-involves transforming the image into another domain with Ridgelet function and then quantizing and coding the coefficients with modified EBCOT, is similar to JPEG2000. A modified EBCOT algorithm for FRIT coefficients has been also proposed in this paper. Experimental results show the combination of modified EBCOT with FRIT which is used to code novel images such as images with straight lines and galaxy images significantly outperforms the combination of EBCOT with Wavelet Transform in novel image coding in terms of PSNR.
机译:JPEG2000是图像压缩标准,它包含三种核心技术:小波提升方案以及EBCOT和MQ算术编码器。 EBCOT算法使用小波变换来生成子带样本,然后对子带样本进行量化和编码。普通小波变换无法有效地表示这些函数,而Ridge函数可以有效地表示沿直线具有不连续性的函数。如果必须使用EBCOT对从图像中沿直线具有更多不连续性的Ridgelet变换获得的系数进行量化和编码过程,则应修改EBCOT的现有结构,以适合有限Ridgelet变换(FRIT)的输出。 。本文提出了一种有效的图像编码技术。该技术涉及使用Ridgelet函数将图像转换到另一个域,然后使用改进的EBCOT量化和编码系数,该技术类似于JPEG2000。本文还针对FRIT系数提出了一种改进的EBCOT算法。实验结果表明,改进的EBCOT与FRIT的组合可用于对诸如直线图像和星系图像之类的新颖图像进行编码,在PSNR方面明显优于EBCOT与小波变换相结合的新颖图像编码。

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