New methods of image enhancement

被引:3
作者
Arslan, FT [1 ]
Moreno, JM [1 ]
Grigoryan, AM [1 ]
机构
[1] Univ Texas, Dept Elect Engn, San Antonio, TX 78249 USA
来源
VISUAL INFORMATION PROCESSING XIV | 2005年 / 5817卷
关键词
image enhancement; alpha-rooting; tensor and paired representations; Fourier transform;
D O I
10.1117/12.603022
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, applications of the tensor and paired representations of an image are presented for image enhancement. The proposed methods are based on the fact that the 2-D image can be represented by a set of 1-D "independent" signals that split the 2-D discrete Fourier transform (DFT) of the image into different groups of frequencies. Each splitting-signal carries information of the spectrum in a specific group. Rather than enhance the image by traditional methods of the Fourier transform (or other transforms), splitting-signals can be processed separately and the 2-D DFT of the processed image can be defined by 1-D DFTs of new splitting signals. The process of splitting-signals related to the paired representation is very effective, because of no redundancy of spectral information carrying by different splitting-signals. The effectiveness of such approach is illustrated through processing the image by the a-rooting method of enhancement. Images can be enhanced by processing only a few splitting-signals, to achieve enhancement that in many cases exceeds the enhancement by the a-rooting method and other known methods. The selection of such splitting-signals is described.
引用
收藏
页码:225 / 236
页数:12
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