各向异性多重分形织构分析的双曲小波导

S. Roux, P. Abry, B. Vedel, S. Jaffard, H. Wendt
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引用次数: 4

摘要

尺度不变性已经被证明是纹理建模和分析中的一个重要概念。各向同性和自相似分数布朗场(2D-fBf)常被用作无尺度纹理模型的自然参考过程。采用二维离散小波变换对其进行标准分析。2D-fBf的推广分别考虑两个方面:允许纹理各向异性同时保持精确的自相似性,然后使用2d -双曲小波变换进行分析;多重分形可以实现更通用的无尺度模型,但需要各向同性,然后使用小波导实现分析。本文提出了第一个统一的扩展,这是通过以下两个关键贡献实现的:二维过程的定义,结合了各向异性和多重分形;相应的分析工具,双曲小波先导的定义。通过合成无尺度纹理的数值模拟研究了它们的相关性。
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Hyperbolic wavelet leaders for anisotropic multifractal texture analysis
Scale invariance has proven a crucial concept in texture modeling and analysis. Isotropic and self-similar fractional Brownian fields (2D-fBf) are often used as the natural reference process to model scale free textures. Its analysis is standardly conducted using the 2D discrete wavelet transform. Generalizations of 2D-fBf were considered independently in two respects: Anisotropy in the texture is allowed while preserving exact self-similarity, analysis then needs to be conducted using the 2D-Hyperbolic wavelet transform; Multifractality enables more versatile scale free models but requires isotropy, analysis is then achieved using wavelet leaders. The present paper proposes a first unifying extension, which is enabled through the following two key contributions: The definition of 2D process that incorporates jointly anisotropy and multi-fractality : The definition of the corresponding analysis tool, the hyperbolic wavelet leaders. Their relevance are studied by numerical simulations using synthetic scale free textures.
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