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首页> 外文期刊>Journal of Imaging Science and Technology >Preprocessing Methods for Improved Lossless Compression of Color Look-up Tables
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Preprocessing Methods for Improved Lossless Compression of Color Look-up Tables

机译:改进的彩色查找表无损压缩的预处理方法

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摘要

Color look-up tables (CLUTs) that provide transformations between various color spaces are commonly embedded in printer firmware where they are stored in relatively expensive flash memory. As the number of look-up tables in color devices increases in size, the space requirements of storing these CLUTs also increase. In order to conserve memory and thereby reduce cost, it is desirable to compress CLUTs prior to storage and restore tables as required. We consider methods for improving the performance of existing lossless compression methods for this application through computationally simple preprocessing. The preprocessing combines predictive coding and data reordering to better exploit the redundancy in CLUT data. Two predictive coding methods are considered: (a) hierarchical differential encoding methods, which generalizes differential coding to multiple dimensions, and (b) cellular interpolative predictive coding, which refines a CLUT in a coarse to fine order using interpolative prediction. Space filling curves that preserve continuity in the multidimensional CLUT structure are utilized for reordering the residuals obtained from hierarchical differential encoding. For the cellular interpolative prediction, we reorder the data in the coarse to fine order utilized for prediction. Results indicate that the proposed preprocessing methods offer significant performance improvements in comparison with direct compression. The best performance is obtained using the cellular interpolative predictive coding and corresponding reordering with the LZMA algorithm. This method provides a compression ratio of 3.19 over our representative CLUT data set, and an improvement of 31.33% over direct LZMA compression, the latter being the best performing direct method.
机译:提供各种颜色空间之间转换的颜色查找表(CLUT)通常嵌入打印机固件中,并存储在相对昂贵的闪存中。随着彩色设备中查找表的数量增加,存储这些CLUT的空间要求也随之增加。为了节省内存并由此降低成本,希望在存储和恢复表之前根据需要压缩CLUT。我们考虑通过计算简单的预处理来改善此应用程序的现有无损压缩方法性能的方法。预处理结合了预测编码和数据重新排序,以更好地利用CLUT数据中的冗余。考虑了两种预测编码方法:(a)分级差分编码方法,将差分编码一般化为多个维度;(b)蜂窝插值预测编码,使用插值预测以粗略至精细的顺序细化CLUT。保留多维CLUT结构中连续性的空间填充曲线用于对从分层差分编码获得的残差进行重新排序。对于元胞插值预测,我们以从粗到精的顺序对数据进行重新排序以用于预测。结果表明,与直接压缩相比,所提出的预处理方法可显着改善性能。使用蜂窝插值预测编码并使用LZMA算法进行相应的重新排序可以获得最佳性能。与我们代表性的CLUT数据集相比,该方法的压缩率为3.19,与直接LZMA压缩相比,压缩率提高了31.33%,后者是性能最佳的直接方法。

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