Underwater image restoration by means of blind deconvolution approach

Fan FAN; Kecheng YANG; Min XIA; Wei LI; Bo FU; Wei ZHANG

doi:doi:10.1007/s12200-010-0012-1

Frontiers of Optoelectronics, 2010, 3 (2): 169, 网络出版: 2012-09-20

Underwater image restoration by means of blind deconvolution approach

论文大纲

Fan FAN Kecheng YANG ^*Min XIA Wei LI Bo FU Wei ZHANG

作者单位

Wuhan National Laboratory for Optoelectronics, College of Optoelectronic Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China

underwater imaging image restoration blind deconvolution modulation transfer function (MTF) point spread function (PSF)

摘要

Abstract

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.

参考文献

[1] Hou W, Lee Z, Weidemann A D. Why does the secchi disk disappear An imaging perspective. Optics Express, 2007, 15(6): 2791-2802

[2] Hou W, Gray D J, Weidemann A D, Fournier G R, Forand J L. Automated underwater image restoration and retrieval of related optical properties. In: Proceedings of IEEE International Geoscience and Remote Sensing Symposium. 2007, 1889-1892

[3] Wells W H. Theory of small angle scattering. AGARD Lecture Series, 1973, 61

[4] Hou W, Gray D J, Weidemann A D, Arnone R A. Comparison and validation of point spread models for imaging in natural waters. Optics Express, 2008, 16(13): 9958-9965

[5] Moran S E, Ulich B L, Elkins W P, Strittmatter R J, DeWeert M J. Intensified CCD (ICCD) dynamic range and noise performance. Proceedings of SPIE, 1997, 3173: 430-457

[6] Lane R G. Blind deconvolution of speckle images. Journal of the Optical Society of America A, 1992, 9(9): 1508-1514

[7] Richardson W H. Bayesian-based iterative method of image restoration. Journal of the Optical Society of America, 1972, 62(1): 55-59

[8] Lucy L B. An iterative technique for the rectification of observed distributions. The Astronomical Journal, 1974, 79(6): 745-754

[9] Fish D A, Brinicombe A M, Pike E R, Walker J G. Blind deconvolution by means of the Richardson-Lucy algorithm. Journal of the Optical Society of America A, 1995, 12(1): 58-65

[10] Gonzalez R C, Woods R E. Digital Image Processing. New Jersey: Prentice Hall, 2002

[11] Pratt W K. Digital Image Processing: PIKS Scientific Inside. 4th ed. New Jersey: Wiley-Interscience, 2007

[12] Zhang J, Zhang Q, He G. Blind deconvolution: multiplicative iterative algorithm. Optics Letters, 2008, 33(1): 25-27

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. 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.

Underwater image restoration by means of blind deconvolution approach

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