Motion Blurred Image Restoration Algorithm based on AGA and Wiener Filter in Ship Imaging System

被引:0
作者
Liu, Sheng [1 ]
Wang, Mengjun [2 ]
Fu, Huixuan [1 ]
机构
[1] Harbin Engn Univ, Coll Automat, Harbin, Peoples R China
[2] Hanguang Mach Fac, Harbin, Peoples R China
来源
MATERIALS PROCESSING AND MANUFACTURING III, PTS 1-4 | 2013年 / 753-755卷
基金
中国国家自然科学基金;
关键词
Ship Imaging; Motion-Blur; Wiener Filter; Adaptive Genetic Algorithm;
D O I
10.4028/www.scientific.net/AMR.753-755.3005
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Ship internal equipment vibration will cause the imaging system platform vibration, resulting in blurred images. Wiener Filter is often used to restore the motion blurred image. The principle of the method expects to minimize the mean square error between the restore image and original image. However, this method has some constrains, and it generates ringing effect easily. In order to get high quality restore image, eliminate the ringing effect, a new approach based on an adaptive genetic algorithm (AGA) Wiener Filter was proposed, which automatically adjusts the SNR parameter value for Wiener Filter, this method selects crossover probability and mutation probability according to the fitness values of the object function, therefore reduces the convergence time and improves the precision of simple genetic algorithm (SGA), insuring the accuracy of parameter selection, effectively reducing the ringing effect after image restoration, improve image quality of restoration.
引用
收藏
页码:3005 / +
页数:2
相关论文
共 8 条
[1]   A FAST KALMAN FILTER FOR IMAGES DEGRADED BY BOTH BLUR AND NOISE [J].
BIEMOND, J ;
RIESKE, J ;
GERBRANDS, JJ .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1983, 31 (05) :1248-1256
[2]  
Li Shi, 2007, Optics and Precision Engineering, V15, P767
[3]   EDGE ERRORS IN INVERSE AND WIENER FILTER RESTORATIONS OF MOTION-BLURRED IMAGES AND THEIR WINDOWING TREATMENT [J].
LIM, H ;
TAN, KC ;
TAN, BTG .
CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1991, 53 (02) :186-195
[4]  
Liu M., 2004, ELECT OPT CONTROL, V11, P46
[5]  
SONDHI M M, 1972, IEEE, V60, P842
[6]   ADAPTIVE PROBABILITIES OF CROSSOVER AND MUTATION IN GENETIC ALGORITHMS [J].
SRINIVAS, M ;
PATNAIK, LM .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1994, 24 (04) :656-667
[7]  
Sun Hui, 2005, Optics and Precision Engineering, V13, P735
[8]  
WHITE R L, 1994, IMAGE RESTORATION US, p[2198, 1342]