The effect of Laplacian filter in adaptive unsharp masking for infrared image enhancement

被引:36
作者
Ilk, H. Gokhan [1 ]
Jane, Onur [1 ]
Ilk, Ozlem [2 ]
机构
[1] Ankara Univ, Fac Engn, Dept Elect Engn, TR-06100 Ankara, Turkey
[2] Middle E Tech Univ, Fac Arts & Sci, Dept Stat, TR-06531 Ankara, Turkey
关键词
Infrared image processing; Optimum Wiener filter; Descent algorithms; Peak signal-to-noise ratio; Quasi-Newton methods; Adaptive filter;
D O I
10.1016/j.infrared.2011.06.002
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Image processing, in particular image enhancement techniques have been the focal point of considerable research activity in the last decade. With the aid of an existing image enhancement technique, adaptive unsharp masking (AUM), we propose a novel kernel to be used in AUM filtering in order to enhance discontinuities which occur on the edges of targets of interest in infrared (IR) images. The proposed method uses an adaptive filter approach where an objective function is minimized by using descent algorithms. The output IR image has better sharpness and contrast adjustment for the detection of targets in terms of objective quality metrics. Hence, the proposed method ensures that the edges of the targets in IR images are sharper and that the quality of contrast adjustment has its optimum level in terms of peak signal-to-noise ratios. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:427 / 438
页数:12
相关论文
共 16 条
[1]  
[Anonymous], 1980, Statistical Computing
[2]  
[Anonymous], 1985, Adaptive signal processing prentice-hall
[3]  
Badamchizadeh M. A., 2004, Proceedings. Third International Conference on Image and Graphics, P27
[4]   QUASI-NEWTON METHODS, MOTIVATION AND THEORY [J].
DENNIS, JE ;
MORE, JJ .
SIAM REVIEW, 1977, 19 (01) :46-89
[5]   Thermal imaging for law enforcement and security, post 9-11 [J].
Francisco, GL ;
Billups, RB ;
DeHorn, T ;
Anstett, F ;
O'Hara, M ;
Fisher, DA .
SENSORS, AND COMMAND, CONTROL, COMMUNICATIONS, AND INTELLIGENCE (C3I) TECHNOLOGIES FOR HOMELAND DEFENSE AND LAW ENFORCEMENT II, 2003, 5071 :453-464
[6]  
Givens G.H., 2005, Computational statistics
[7]  
Haykin SS., 2002, ADAPTIVE FILTER THEO, V4
[8]  
Hudson R.D., 1969, INFRARED SYSTEM ENG
[9]  
Jane O, 2010, PROCEEDINGS OF THE 15TH CONFERENCE ON MICROWAVE TECHNIQUES, COMITE 2010, P9, DOI 10.1109/COMITE.2010.5481711
[10]  
Jane O, 2009, RADIOENGINEERING, V18, P611