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

机译:基于AGA和Wiener滤波器在船舶成像系统中的运动模糊图像恢复算法

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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.
机译:船舶内部设备振动将导致成像系统平台振动,从而导致图像模糊。维纳滤波器通常用于恢复运动模糊图像。该方法的原理期望最小化恢复图像和原始图像之间的均方误差。但是,这种方法有一些约束,它很容易产生振铃效果。为了获得高质量的恢复映像,消除振铃效果,提出了一种基于自适应遗传算法(AGA)维纳滤波器的新方法,它自动调整Wiener滤波器的SNR参数值,该方法选择交叉概率和突变概率根据物体功能的适应值,因此降低了收敛时间并提高了简单遗传算法(SGA)的精度,确保了参数选择的准确性,有效地减少了图像恢复后的振铃效果,提高了恢复的图像质量。

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