Evolutionary design and optimization of Wavelet Transforms for image compression in embedded systems

R. Salvador, F. Moreno, T. Riesgo, L. Sekanina
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引用次数: 9

Abstract

This paper describes the initial studies of an Evolution Strategy aimed at implementation on embedded systems for the evolution of Wavelet Transforms for image compression. Previous works in the literature have already been proved useful for this application, but they are highly computationally intensive. Therefore, the work described here, deals with the simplifications made to those algorithms to reduce their computing requirements. Several optimizations have been done in the evaluation phase and in the EA operators. The results presented show how the proposed algorithm cut outs still allow for good results to be achieved, while effectively reducing the computing requirements.
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嵌入式系统图像压缩小波变换的演化设计与优化
本文描述了一种进化策略的初步研究,该策略旨在在嵌入式系统上实现用于图像压缩的小波变换进化。先前文献中的工作已经被证明对这种应用是有用的,但是它们是高度计算密集型的。因此,本文描述的工作是对这些算法进行简化,以减少它们的计算需求。在评估阶段和EA操作中进行了一些优化。给出的结果表明,所提出的算法切割仍然可以获得良好的结果,同时有效地降低了计算需求。
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