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AN ADAPTIVE LINER REGRESSION APPROACH TO STILL IMAGE COMPRESSION

机译:静态图像压缩的自适应线性回归方法

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摘要

Digital media compression introduces the advantages in storage and transmission. However, the compression procedures also take up computation time. This paper presents an adaptive regression method applied to the standard JPEG compression for archiving higher compression ratios. According to experiments on those popular images, the improvement in compression rate is about 8%, to 18%. Besides, an interesting coding scheme, Golomb-Rice coding, is introduced also for improving the coding and decoding procedures of the JPEG standard. Since the coding scheme is not based on frequency analysis from certain of images to gain a codebook, the decoded images that are encoded with this scheme are assured in average quality. The coding technique can be encoded and decoded in two-directions, since the code-words are symmetric. In other words, the coding techniques have increased encoding and decoding work efficiency two times.
机译:数字媒体压缩引入了存储和传输方面的优势。但是,压缩过程也占用了计算时间。本文提出了一种适用于标准JPEG压缩的自适应回归方法,用于归档较高的压缩率。根据对这些流行图像的实验,压缩率的提高约为8%,达到18%。此外,还引入了一种有趣的编码方案,即Golomb-Rice编码,用于改进JPEG标准的编码和解码过程。由于编码方案不是基于对某些图像的频率分析以获得码本,因此可以确保以这种方案编码的解码图像的平均质量。由于代码字是对称的,因此可以在两个方向上对编码技术进行编码和解码。换句话说,编码技术使编码和解码工作效率提高了两倍。

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