Fast splitting α-rooting method of image enhancement:: Tensor representation

被引:36
作者
Arslan, Fatma Turkay [1 ]
Grigoryan, Artyom M. [1 ]
机构
[1] Univ Texas, Dept Elect & Comp Engn, San Antonio, TX 78249 USA
关键词
Fourier transform; image enhancement; splitting-signal; tensor representation;
D O I
10.1109/TIP.2006.881927
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the tensor representation, a two-dimensional (2-D) image is represented uniquely by a set of one-dimensional (1-D) signals, so-called splitting-signals, that carry the spectral information of the image at frequency-points of specific sets that cover the whole domain of frequencies. The image enhancement is thus reduced to processing splitting-signals and such process requires a modification of only a few spectral components of the image, for each signal. For instance, the a-rooting method of image enhancement can be fulfilled through processing separately a maximum of 3N/2 splitting-signals of an image (N x N), where N is a power of two. In this paper, we propose a fast implementation of the a-rooting method by using one splitting-signal of the tensor representation with respect to the discrete Fourier transform (DITT). The implementation is described in the frequency and spatial domains. As a result, the proposed algorithms for image enhancement use two 1-D N-point DFTs instead of two 2-D N x N-point DFTs in the traditional method of a-rooting.
引用
收藏
页码:3375 / 3384
页数:10
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