AM-FM image analysis using the Hilbert Huang Transform

被引:8
|
作者
Tay, Peter C. [1 ]
机构
[1] Western Carolina Univ, Dept Engn & Technol, Cullowhee, NC 28723 USA
关键词
D O I
10.1109/SSIAI.2008.4512273
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper explores the incorporation of the two dimensional (2D) empirical mode decomposition, which is used in the Hilbert-Huang Transform, into a meaningful AM-FM image model framework. A virtue of the empirical mode decomposition is that it decomposes a non-stationary signal into stationary intrinsic mode functions and a residue signal. The empirical mode decomposition attempts to produce intrinsic mode functions that are stationary and a residue function that is dominated by piecewise monotonic functions. When considering image pixel values as produced from a non-stationary process, the 2D empirical mode decomposition shows promise as a precursor step in determining AM-FM components where stationarity is needed.
引用
收藏
页码:13 / 16
页数:4
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