Frontiers of Optoelectronics, Volume. 3, Issue 2, 169(2010)

Underwater image restoration by means of blind deconvolution approach

Fan FAN, Kecheng YANG*, Min XIA, Wei LI, Bo FU, and Wei ZHANG
Author Affiliations
  • Wuhan National Laboratory for Optoelectronics, College of Optoelectronic Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China
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    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 range-gated laser images. With the knowledge of the point spread function (PSF) and modulation transfer function (MTF) of water, underwater images can be better restored or enhanced. We first review image degradation process and Wells’ small angle approximation theory, and then provide an image enhancement method for our underwater laser imaging system by blind deconvolution method based on small angle approximation. We also introduce a modified normalized mean square error (NMSE) method to validate the convergence of the blind deconvolution algorithm which is applied in our approach. The results of different initial guess of blind deconvolution are compared and discussed. Moreover, restoration results are obtained and discussed by intentionally changing the MTF parameters and using non-model-based PSF as the initial guess.

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    Fan FAN, Kecheng YANG, Min XIA, Wei LI, Bo FU, Wei ZHANG. Underwater image restoration by means of blind deconvolution approach[J]. Frontiers of Optoelectronics, 2010, 3(2): 169

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    Paper Information

    Received: Dec. 22, 2009

    Accepted: Jan. 20, 2010

    Published Online: Sep. 20, 2012

    The Author Email: YANG Kecheng (kcyang@mail.hust.edu.cn)

    DOI:10.1007/s12200-010-0012-1

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