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Reversible integer-to-integer wavelet transforms for image compression: performance evaluation and analysis

机译:用于图像压缩的可逆整数到整数小波变换:性能评估和分析

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摘要

In the context of image coding, a number of reversible integer-to-integer wavelet transforms are compared on the basis of their lossy compression performance, lossless compression performance, and computational complexity. Of the transforms considered, several were found to perform particularly well, with the best choice for a given application depending on the relative importance of the preceding criteria. Reversible integer-to-integer versions of numerous transforms are also compared to their conventional (i.e., nonreversible real-to-real) counterparts for lossy compression. At low bit rates, reversible integer-to-integer and conventional versions of transforms were found to often yield results of comparable quality. Factors affecting the compression performance of reversible integer-to-integer wavelet transforms are also presented, supported by both experimental data and theoretical arguments.
机译:在图像编码的背景下,根据可逆的整数到整数小波变换的有损压缩性能,无损压缩性能和计算复杂性,对它们进行了比较。在所考虑的转换中,发现有几个执行得特别好,对于给定的应用,最佳选择取决于先前标准的相对重要性。还将许多变换的可逆整数到整数版本与它们的常规(即,不可逆实数到实数)对应进行比较以进行有损压缩。在低比特率下,人们发现可逆的整数到整数和传统版本的转换通常会产生可比质量的结果。还提供了影响可逆整数到整数小波变换的压缩性能的因素,并得到了实验数据和理论论证的支持。

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