Wavelet and entropy analysis combination to evaluate diffusion and correlation behaviours

R. Chiou, M. Ferreira, C.T. Silva, A.E. Kaufman
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引用次数: 2

Abstract

Diffusion and correlation effects are two principal phenomena which have been studied for years and several visualization techniques have been proposed to help scientists to understand them. The analysis of these phenomena will help to extract important information from data sets. To understand these problems we combine wavelet and entropy analysis to evaluate the evolution of these behaviours through scale and time. We present image case studies to show several different kinds of behaviours of these effects. Some of them are fallible cases and not reliable, as the images do not show the desired information. We calculate entropy of smooth and detail coefficient sets, generated by wavelet transform of these sample images in each scale, to obtain measures that allow us to evaluate these behaviours according to the organization complexity. These measures can provide an indication about the quality of the rendered images.
结合小波和熵分析来评价扩散和相关行为
扩散效应和相关效应是多年来研究的两个主要现象,并提出了几种可视化技术来帮助科学家理解它们。对这些现象的分析将有助于从数据集中提取重要信息。为了理解这些问题,我们结合小波和熵分析来评估这些行为在尺度和时间上的演变。我们提出图像案例研究,以显示这些影响的几种不同类型的行为。其中一些是不可靠的情况,因为图像没有显示所需的信息。我们计算每个尺度下这些样本图像的小波变换产生的光滑系数集和细节系数集的熵,以获得允许我们根据组织复杂性评估这些行为的度量。这些度量可以提供关于渲染图像质量的指示。
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