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Application of blind deconvolution approach with image quality metric in underwater image restoration

机译:图像质量度量的盲反卷积方法在水下图像复原中的应用

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The degradation of underwater image obtained by range gated pulsed laser imaging system is mainly caused by scattering and absorption of in-water particles. Although the use of blind deconvolution of image restoration is a widely known concept, little literatures have discussed in detail its application in the problem of restoration of underwater images. In order to extend the imaging distance, we use blind deconvolution approach together with Wells' small angle approximation theory to restore the underwater image to a better level. Due to underwater no-reference imaging environment, image quality judgment based on blur metric method is incorporated in our approach to determine the appropriate deconvolution iteration time, which objectively evaluate the image restoration result.
机译:测距门脉冲激光成像系统获得的水下图像质量下降主要是由水中颗粒的散射和吸收引起的。尽管使用图像恢复的盲去卷积是一个广为人知的概念,但是很少有文献详细讨论了其在水下图像恢复问题中的应用。为了延长成像距离,我们结合盲反卷积方法和韦尔斯的小角度近似理论,将水下图像恢复到一个更好的水平。由于水下无参考成像环境,在我们的方法中结合了基于模糊度量方法的图像质量判断,以确定合适的反卷积迭代时间,从而客观地评估了图像的恢复结果。

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