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Using Tchebichef Moment for Fast and Efficient Image Compression

机译:使用Tchebichef矩实现快速高效的图像压缩

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摘要

Orthogonal moment is known as better moment functions compared to the non-orthogonal moment. Among all the orthogonal moments, Tchebichef Moment appear to be the most recent moment functions that still attract the interest among the computer vision researchers. This paper proposes a novel approach based on discrete orthogonal Tchebichef Moment for an efficient image compression. The image compression is useful in many applications especially related to images that are needed to be seen in small devices such as in mobile phone. Meanwhile, the method incorporates simplified mathematical framework techniques using matrices, as well as a block-wise reconstruction technique to eliminate possible occurrences of numerical instabilities at higher moment orders. In addition, a comparison between Tchebichef Moment compression and JPEG compression is conducted. The result shows significant advantages for Tchebichef Moment in terms of its image quality and compression rate. Tchebichef moment provides a more compact support to the image via sub-block reconstruction for compression. Tchebichef Moment Compression is able to perform potentially better for a broader domain on real digital images and graphically generated images.
机译:与非正交矩相比,正交矩被称为更好的矩函数。在所有正交矩中,Tchebichef Moment似乎是最新的矩函数,仍然吸引了计算机视觉研究人员的兴趣。本文提出了一种基于离散正交Tchebichef矩的有效图像压缩方法。图像压缩在许多应用中很有用,尤其是与在小型设备(例如移动电话)中需要查看的图像有关的应用。同时,该方法结合了使用矩阵的简化数学框架技术以及逐块重构技术,以消除在更高阶次矩下可能出现的数值不稳定性。此外,还进行了Tchebichef Moment压缩和JPEG压缩之间的比较。结果显示,在Tchebichef Moment的图像质量和压缩率方面,它具有明显的优势。 Tchebichef矩通过子块重构压缩为图像提供了更紧凑的支持。 Tchebichef Moment Compression能够在更广阔的领域内对实际数字图像和图形生成的图像执行更好的性能。

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