Recent advances in underwater image restoration technique based on polarimetric imaging

Hu Haofeng; Li Xiaobo; Liu Tiegen

doi:10.3788/IRLA201948.0603006

Volume 48 Issue 6

Jul. 2019

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Article Navigation > Infrared and Laser Engineering > 2019 > 48(6): 603006-0603006(13)

Hu Haofeng, Li Xiaobo, Liu Tiegen. Recent advances in underwater image restoration technique based on polarimetric imaging[J]. Infrared and Laser Engineering, 2019, 48(6): 603006-0603006(13). doi: 10.3788/IRLA201948.0603006

Citation:

Hu Haofeng, Li Xiaobo, Liu Tiegen. Recent advances in underwater image restoration technique based on polarimetric imaging[J]. Infrared and Laser Engineering, 2019, 48(6): 603006-0603006(13). doi: 10.3788/IRLA201948.0603006

Recent advances in underwater image restoration technique based on polarimetric imaging

doi: 10.3788/IRLA201948.0603006

1.
Key Laboratory of Opto-electronics Information Technology,Ministry of Education,School of Precision Instrument &Opto-electronics Engineering,Tianjin University,Tianjin 300072,China

Received Date: 2019-02-10
Rev Recd Date: 2019-03-20
Publish Date: 2019-06-25

Abstract

The underwater imaging could be severely degraded by the particles in the water due to the backscatter veiling and signal attenuation. The polarimetric image recovery method is one of the most effective way to enhance the quality of underwater imaging. Based on the polarization property, the polarimetric method can separate the target intensity from the backscattering, estimate the intensity of backscattering and medium transmittance, and then realize clear imaging. In recent years, polarimetric imaging technique has been applied to many fields more efficiently and extensively, such as underwater image restoration and target recognition, etc. As an intersection of optical imaging technique and image processing technique, the polarimetric recovery method for image restoration has aroused a wide concern and gained fruitful research results. In this paper, we mainly introduced the basic principle of underwater image restoration technique based on polarimetric imaging and the methods of polarization information processing. We also reviewed the recent advances of representative improved approaches in underwater image restoration technique based on polarimetric imaging.
- polarimetric imaging,
- underwater image restoration,
- imaging in scattering media

References

[1]	Ji T, Wang G. An approach to underwater image enhancement based on image structural decomposition[J]. Journal of Ocean University of China, 2015, 14(2):255-260.
[2]	Komatsu S, Markman A, Javidi B. Optical sensing and detection in turbid water using multidimensional integral imaging[J]. Optics Letters, 2018, 43(14):3261-3264.
[3]	Hua Dengxin, Wang Jun. Research progress of ocean laser remote sensing technology[J]. Infrared Laser Engineering, 2018, 47(9):0903003. (in Chinese) 华灯鑫, 王骏. 海洋激光遥感技术研究进展[J]. 红外与激光工程, 2018, 47(9):0903003.
[4]	Huang Youwei, Jin Weiqi, Ding Kun, et al. Underwater forward scattering imaging model based on beam broadening[J]. Infrared Laser Engineering, 2009, 38(4):669-701. (in Chinese) 黄有为, 金伟其, 丁琨, 等. 基于光束空间展宽的水下前向散射成像模型[J]. 红外与激光工程, 2009, 38(4):669-701.
[5]	Nie Ying, He Zhiyi. Underwater imaging and real-time optical image processing under illumination by light sources with different wavelengths[J]. Acta Optica Sinica, 2014, 34(7):0710002. (in Chinese) 聂瑛, 何志毅. 不同波长光源照明的水下成像及光学图像实时处理[J]. 光学学报, 2014, 34(7):0710002.
[6]	Jaffe J S. Computer modeling and the design of optimal underwater imaging systems[J]. IEEE Journal of Oceanic Engineering, 1990, 15(2):101-111.
[7]	Jaffe J S, Moore K D, McLean J, et al. Underwater optical imaging:status and prospects[J]. Oceanography, 2001, 14(3):66-76.
[8]	Singh H, Adams J, Mindell D, et al. Imaging underwater for archaeology[J]. Journal of Field Archaeology, 2000, 27(3):319-328.
[9]	Xu Y, Wen J, Fei L, et al. Review of video and image defogging algorithms and related studies on image restoration and enhancement[J]. IEEE Access, 2016, 4:165-188.
[10]	Li X, Hu H, Zhao L, et al. Polarimetric image recovery method combining histogram stretching for underwater imaging[J]. Scientific reports, 2018, 8(1):12430.
[11]	Yang Fan, Wang Chunyan, Pang Guangning, et al. Optical system design for underwater polarization detector[J]. Journal of Changchun University of Science and Technology (Natural Science Edition), 2018, 41(1):56-59. (in Chinese) 杨帆, 王春艳, 庞广宁, 等. 基于偏振技术的水下探测器光学系统设计[J]. 长春理工大学学报, 2018, 41(1):56-59.
[12]	Emberton S, Chittka L, Cavallaro A. Underwater image and video dehazing with pure haze region segmentation[J]. Computer Vision and Image Understanding, 2018, 168:145-156.
[13]	Serikawa S, Lu H. Underwater image dehazing using joint trilateral filter[J]. Computers Electrical Engineering, 2014, 40(1):41-50.
[14]	Han Pingli, Liu Fei, Zhang Guang, et al. Multi-scale analysis method of underwater polarization imaging[J]. Acta Physica Sinica, 2018, 67(5):054202. (in Chinese) 韩平丽, 刘飞, 张广, 等. 多尺度水下偏振成像方法[J]. 物理学报, 2018, 67(5):054202.
[15]	Jayasree M S, Thavaseelan G, Scholar P G. Underwater color image enhancement using wavelength compensation and dehazing[J]. International Journal of Computer Science and Engineering Communications, 2014, 2(3):389-393.
[16]	He K, Sun J, Tang X. Single image haze removal using dark channel prior[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011, 33(12):2341-2353.
[17]	Sathya R, Bharathi M, Dhivyasri G. Underwater image enhancement by dark channel prior[C]//IEEE International Conference on Electronics and Communication Systems (ICECS), 2015:1119-1123.
[18]	Lu H, Li Y, Nakashima S, et al. Underwater image super-resolution by descattering and fusion[J]. IEEE Access, 2017, 5:670-679.
[19]	Zhang W, Liang J, Ren L, et al. Real-time image haze removal using an aperture-division polarimetric camera[J]. Applied Optics, 2017, 56(4):942-947.
[20]	Liang J, Zhang W, Ren L, et al. Polarimetric dehazing method for visibility improvement based on visible and infrared image fusion[J]. Applied Optics, 2016, 55(29):8221-8226.
[21]	Schechner Y Y, Karpel N. Recovery of underwater visibility and structure by polarization analysis[J]. Journal of Oceanic Engineering, 2005, 30(3):570-587.
[22]	Liang Jian, Ren Liyong, Ju Haijuan, et al. Polarimetric dehazing method for dense haze removal based on distribution analysis of angle of polarization[J]. Optics Express, 2015, 23(20):26146-26157.
[23]	Huang B J, Liu T G, Hu H F, et al. Underwater image recovery considering polarization effects of objects[J]. Optics Express, 2016, 24(9):49826-9838.
[24]	Han Jiefei, Xiao Min, Sun Liying, et al. Influence of underwater targets with different polarization properities on the resolution of imaging system[J]. Acta Optica Sinica, 2016, 36(3):0311001. (in Chinese) 韩捷飞, 夏珉, 孙立颖, 等. 水下目标不同偏振特性对成像系统分辨率的影响[J]. 光学学报, 2016, 36(3):0311001.
[25]	Liang Jian, Ju Haijuan, Zhang Wenfei, et al. Review of optical polarimetric dehazing technique[J]. Acta Optica Sinica, 2017, 37(4):0400001. (in Chinese) 梁健, 巨海娟, 张文飞, 等. 偏振光学成像去雾技术综述[J]. 光学学报, 2017, 37(4):0400001.
[26]	Cariou J, Jeune B L, Lotrian J, et al. Polarization effects of seawater and underwater targets[J]. Applied Optics, 1990, 29(11):1689-1695.
[27]	Schechner Y Y, Karpel N. Clear underwater vision[C]//Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004.
[28]	Mudge J, Virgen M. Real time polarimetric dehazing[J]. Applied Optics, 2013, 52(9):1932-1938.
[29]	Gao Jun, Bi Ran, Zhao Lujian, et al. Global optimized hazed image reconstruction based on polarization information[J]. Optics Precision Engineering, 2017, 25(8):2212-2220. (in Chinese) 高隽, 毕冉, 赵录建, 等. 利用偏振信息的雾天图像全局最优重构[J]. 光学精密工程, 2017, 25(8):2212-2220.
[30]	Zhang W, Liang J, Ju H, et al. A robust haze-removal scheme in polarimetric dehazing imaging based on automatic identification of sky region[J]. Optics Laser Technology, 2016, 86:145-151.
[31]	Qu Y, Zou Z. Non-sky polarization-based dehazing algorithm for non-specular objects using polarization difference and global scene feature[J]. Optics Express, 2017, 25(21):25004-25022.
[32]	Guan Jinge, Zhu Jingping, Tian Heng, et al. Real-time polarization difference underwater imaging based on Stokes vector[J]. Acta Physica Sinica, 2015, 64(22):224203. (in Chinese) 管今哥, 朱京平, 田恒, 等. 基于Stokes矢量的实时偏振差分水下成像研究[J]. 物理学报, 2015, 64(22):224203.
[33]	Tian Heng, Zhu Jingping, Zhang Yunyao, et al. Image contrast for different imaging methods in turbid media[J]. Acta Physica Sinica, 2016, 65(8):084201. (in Chinese) 田恒, 朱京平, 张云尧, 等. 浑浊介质中图像对比度与成像方式的关系[J]. 物理学报, 2016, 65(8):084201.
[34]	Tyo J S, Rowe M P, Pugh Jr E N, et al. Target detection in optically scattering media by polarization-difference imaging[J]. Applied Optics, 1996, 35(11):1855-1870.
[35]	Zhang Jiamin, Shi Dongfeng, Huang Jian, et al. Full Strokes polarization correlated imaging[J]. Infrared Laser Engineering, 2018, 47(6):0624001. (in Chinese) 张家民, 时东锋, 黄见, 等. 全Stokes偏振关联成像技术研究[J]. 红外与激光工程, 2018, 47(6):0624001.
[36]	Wang Haifeng. Development and applications of small airborne polarization imaging system[J]. Opto-Electronic Engineering, 2017, 44(11):1075-1082. (in Chinese) 王海峰. 小型机载偏振成像系统研制及应用研究[J]. 光电工程, 2017, 44(11):1075-1082.
[37]	Hu H, Zhao L, Huang B, et al. Enhancing visibility of polarimetric underwater image by transmittance correction[J]. IEEE Photonics Journal, 2017, 9(3):1-10.
[38]	Laan J D V D, Scrymgeour D A, Kemme S A, et al. Increasing detection range and minimizing polarization mixing with circularly polarized light through scattering environments[C]//SPIE Sensing Technology Applications, 2014, 9099:909908.
[39]	Ni X H, Alfano R R. Time-resolved backscattering of circularly and linearly polarized light in a turbid medium[J]. Optics Letters, 2004, 29(23):2773-2775.
[40]	Van der Laan J D, Scrymgeour D A, Kemme S A, et al. Detection range enhancement using circularly polarized light in scattering environments for infrared wavelengths[J]. Applied Optics, 2015, 54(9):2266-2274.
[41]	Hu H, Zhao L, Li X, et al. Polarimetric image recovery in turbid media employing circularly polarized light[J]. Optics Express, 2018, 26(19):25047-25059.
[42]	Li X, Hu H, Zhao L, et al. Polarimetric image recovery method combining histogram stretching for underwater imaging[J]. Scientific Reports, 2018, 8(1):12430.
[43]	Leonard I, Alfalou A, Brosseau C. Spectral optimized asymmetric segmented phase-only correlation filter[J]. Applied Optics, 2012, 10; 51(14):2638-2650.
[44]	Miller P C, Caprari R S. Demonstration of improved automatic target-recognition performance by moment analysis of correlation peaks[J]. Applied Optics, 1999, 38(8):1325-1331.
[45]	Dubreuil M, Delrot P, Leonard I, et al. Exploring underwater target detection by imaging polarimetry and correlation techniques[J]. Applied Optics, 2013, 52(5):997-1005.
[46]	Liu F, Han P, Wei Y, et al. Deeply seeing through highly turbid water by active polarization imaging[J]. Optics Letters, 2018, 43(20):4903-4906.
[47]	Garcia R, Nicosevici T, Cuf X. On the way to solve lighting problems in underwater imaging[C]//OCEANS'02 MTS/IEEE, 2002, 2:1018-1024.
[48]	Padmavathi G, Subashini P, Kumar M M, et al. Comparison of filters used for underwater image pre-processing[J]. International Journal of Computer Science and Network Security, 2010, 10(1):58-65.
[49]	Prabhakar C J, Kumar P U. An image-based technique for enhancement of underwater images[J]. arXiv, 2012, 1212:0291.
[50]	Hu H, Zhao L, Li X, et al. Underwater image recovery under the non-uniform optical field based on polarimetric imaging[J]. IEEE Photonics Journal, 2018, 10(1):1-9.
[51]	Kocak D M, Dalgleish F R, Caimi F M, et al. A focus on recent developments and trends in underwater imaging[J]. Marine Technology Society Journal, 2008, 42(1):52-67.
[52]	Bonin F, Burguera A, Oliver G. Imaging systems for advanced underwater vehicles[J]. Journal of Maritime Research, 2011, 8(1):65.

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通讯作者: 陈斌, bchen63@163.com

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沈阳化工大学材料科学与工程学院沈阳 110142

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Recent advances in underwater image restoration technique based on polarimetric imaging

1. Key Laboratory of Opto-electronics Information Technology,Ministry of Education,School of Precision Instrument &Opto-electronics Engineering,Tianjin University,Tianjin 300072,China

Received Date: 2019-02-10

Rev Recd Date: 2019-03-20

Publish Date: 2019-06-25

Key words:

Abstract: The underwater imaging could be severely degraded by the particles in the water due to the backscatter veiling and signal attenuation. The polarimetric image recovery method is one of the most effective way to enhance the quality of underwater imaging. Based on the polarization property, the polarimetric method can separate the target intensity from the backscattering, estimate the intensity of backscattering and medium transmittance, and then realize clear imaging. In recent years, polarimetric imaging technique has been applied to many fields more efficiently and extensively, such as underwater image restoration and target recognition, etc. As an intersection of optical imaging technique and image processing technique, the polarimetric recovery method for image restoration has aroused a wide concern and gained fruitful research results. In this paper, we mainly introduced the basic principle of underwater image restoration technique based on polarimetric imaging and the methods of polarization information processing. We also reviewed the recent advances of representative improved approaches in underwater image restoration technique based on polarimetric imaging.

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Reference (52)

[1]	Ji T, Wang G. An approach to underwater image enhancement based on image structural decomposition[J]. Journal of Ocean University of China, 2015, 14(2):255-260.
[2]	Komatsu S, Markman A, Javidi B. Optical sensing and detection in turbid water using multidimensional integral imaging[J]. Optics Letters, 2018, 43(14):3261-3264.
[3]	Hua Dengxin, Wang Jun. Research progress of ocean laser remote sensing technology[J]. Infrared Laser Engineering, 2018, 47(9):0903003. (in Chinese) 华灯鑫, 王骏. 海洋激光遥感技术研究进展[J]. 红外与激光工程, 2018, 47(9):0903003.
[4]	Huang Youwei, Jin Weiqi, Ding Kun, et al. Underwater forward scattering imaging model based on beam broadening[J]. Infrared Laser Engineering, 2009, 38(4):669-701. (in Chinese) 黄有为, 金伟其, 丁琨, 等. 基于光束空间展宽的水下前向散射成像模型[J]. 红外与激光工程, 2009, 38(4):669-701.
[5]	Nie Ying, He Zhiyi. Underwater imaging and real-time optical image processing under illumination by light sources with different wavelengths[J]. Acta Optica Sinica, 2014, 34(7):0710002. (in Chinese) 聂瑛, 何志毅. 不同波长光源照明的水下成像及光学图像实时处理[J]. 光学学报, 2014, 34(7):0710002.
[6]	Jaffe J S. Computer modeling and the design of optimal underwater imaging systems[J]. IEEE Journal of Oceanic Engineering, 1990, 15(2):101-111.
[7]	Jaffe J S, Moore K D, McLean J, et al. Underwater optical imaging:status and prospects[J]. Oceanography, 2001, 14(3):66-76.
[8]	Singh H, Adams J, Mindell D, et al. Imaging underwater for archaeology[J]. Journal of Field Archaeology, 2000, 27(3):319-328.
[9]	Xu Y, Wen J, Fei L, et al. Review of video and image defogging algorithms and related studies on image restoration and enhancement[J]. IEEE Access, 2016, 4:165-188.
[10]	Li X, Hu H, Zhao L, et al. Polarimetric image recovery method combining histogram stretching for underwater imaging[J]. Scientific reports, 2018, 8(1):12430.
[11]	Yang Fan, Wang Chunyan, Pang Guangning, et al. Optical system design for underwater polarization detector[J]. Journal of Changchun University of Science and Technology (Natural Science Edition), 2018, 41(1):56-59. (in Chinese) 杨帆, 王春艳, 庞广宁, 等. 基于偏振技术的水下探测器光学系统设计[J]. 长春理工大学学报, 2018, 41(1):56-59.
[12]	Emberton S, Chittka L, Cavallaro A. Underwater image and video dehazing with pure haze region segmentation[J]. Computer Vision and Image Understanding, 2018, 168:145-156.
[13]	Serikawa S, Lu H. Underwater image dehazing using joint trilateral filter[J]. Computers Electrical Engineering, 2014, 40(1):41-50.
[14]	Han Pingli, Liu Fei, Zhang Guang, et al. Multi-scale analysis method of underwater polarization imaging[J]. Acta Physica Sinica, 2018, 67(5):054202. (in Chinese) 韩平丽, 刘飞, 张广, 等. 多尺度水下偏振成像方法[J]. 物理学报, 2018, 67(5):054202.
[15]	Jayasree M S, Thavaseelan G, Scholar P G. Underwater color image enhancement using wavelength compensation and dehazing[J]. International Journal of Computer Science and Engineering Communications, 2014, 2(3):389-393.
[16]	He K, Sun J, Tang X. Single image haze removal using dark channel prior[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011, 33(12):2341-2353.
[17]	Sathya R, Bharathi M, Dhivyasri G. Underwater image enhancement by dark channel prior[C]//IEEE International Conference on Electronics and Communication Systems (ICECS), 2015:1119-1123.
[18]	Lu H, Li Y, Nakashima S, et al. Underwater image super-resolution by descattering and fusion[J]. IEEE Access, 2017, 5:670-679.
[19]	Zhang W, Liang J, Ren L, et al. Real-time image haze removal using an aperture-division polarimetric camera[J]. Applied Optics, 2017, 56(4):942-947.
[20]	Liang J, Zhang W, Ren L, et al. Polarimetric dehazing method for visibility improvement based on visible and infrared image fusion[J]. Applied Optics, 2016, 55(29):8221-8226.
[21]	Schechner Y Y, Karpel N. Recovery of underwater visibility and structure by polarization analysis[J]. Journal of Oceanic Engineering, 2005, 30(3):570-587.
[22]	Liang Jian, Ren Liyong, Ju Haijuan, et al. Polarimetric dehazing method for dense haze removal based on distribution analysis of angle of polarization[J]. Optics Express, 2015, 23(20):26146-26157.
[23]	Huang B J, Liu T G, Hu H F, et al. Underwater image recovery considering polarization effects of objects[J]. Optics Express, 2016, 24(9):49826-9838.
[24]	Han Jiefei, Xiao Min, Sun Liying, et al. Influence of underwater targets with different polarization properities on the resolution of imaging system[J]. Acta Optica Sinica, 2016, 36(3):0311001. (in Chinese) 韩捷飞, 夏珉, 孙立颖, 等. 水下目标不同偏振特性对成像系统分辨率的影响[J]. 光学学报, 2016, 36(3):0311001.
[25]	Liang Jian, Ju Haijuan, Zhang Wenfei, et al. Review of optical polarimetric dehazing technique[J]. Acta Optica Sinica, 2017, 37(4):0400001. (in Chinese) 梁健, 巨海娟, 张文飞, 等. 偏振光学成像去雾技术综述[J]. 光学学报, 2017, 37(4):0400001.
[26]	Cariou J, Jeune B L, Lotrian J, et al. Polarization effects of seawater and underwater targets[J]. Applied Optics, 1990, 29(11):1689-1695.
[27]	Schechner Y Y, Karpel N. Clear underwater vision[C]//Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004.
[28]	Mudge J, Virgen M. Real time polarimetric dehazing[J]. Applied Optics, 2013, 52(9):1932-1938.
[29]	Gao Jun, Bi Ran, Zhao Lujian, et al. Global optimized hazed image reconstruction based on polarization information[J]. Optics Precision Engineering, 2017, 25(8):2212-2220. (in Chinese) 高隽, 毕冉, 赵录建, 等. 利用偏振信息的雾天图像全局最优重构[J]. 光学精密工程, 2017, 25(8):2212-2220.
[30]	Zhang W, Liang J, Ju H, et al. A robust haze-removal scheme in polarimetric dehazing imaging based on automatic identification of sky region[J]. Optics Laser Technology, 2016, 86:145-151.
[31]	Qu Y, Zou Z. Non-sky polarization-based dehazing algorithm for non-specular objects using polarization difference and global scene feature[J]. Optics Express, 2017, 25(21):25004-25022.
[32]	Guan Jinge, Zhu Jingping, Tian Heng, et al. Real-time polarization difference underwater imaging based on Stokes vector[J]. Acta Physica Sinica, 2015, 64(22):224203. (in Chinese) 管今哥, 朱京平, 田恒, 等. 基于Stokes矢量的实时偏振差分水下成像研究[J]. 物理学报, 2015, 64(22):224203.
[33]	Tian Heng, Zhu Jingping, Zhang Yunyao, et al. Image contrast for different imaging methods in turbid media[J]. Acta Physica Sinica, 2016, 65(8):084201. (in Chinese) 田恒, 朱京平, 张云尧, 等. 浑浊介质中图像对比度与成像方式的关系[J]. 物理学报, 2016, 65(8):084201.
[34]	Tyo J S, Rowe M P, Pugh Jr E N, et al. Target detection in optically scattering media by polarization-difference imaging[J]. Applied Optics, 1996, 35(11):1855-1870.
[35]	Zhang Jiamin, Shi Dongfeng, Huang Jian, et al. Full Strokes polarization correlated imaging[J]. Infrared Laser Engineering, 2018, 47(6):0624001. (in Chinese) 张家民, 时东锋, 黄见, 等. 全Stokes偏振关联成像技术研究[J]. 红外与激光工程, 2018, 47(6):0624001.
[36]	Wang Haifeng. Development and applications of small airborne polarization imaging system[J]. Opto-Electronic Engineering, 2017, 44(11):1075-1082. (in Chinese) 王海峰. 小型机载偏振成像系统研制及应用研究[J]. 光电工程, 2017, 44(11):1075-1082.
[37]	Hu H, Zhao L, Huang B, et al. Enhancing visibility of polarimetric underwater image by transmittance correction[J]. IEEE Photonics Journal, 2017, 9(3):1-10.
[38]	Laan J D V D, Scrymgeour D A, Kemme S A, et al. Increasing detection range and minimizing polarization mixing with circularly polarized light through scattering environments[C]//SPIE Sensing Technology Applications, 2014, 9099:909908.
[39]	Ni X H, Alfano R R. Time-resolved backscattering of circularly and linearly polarized light in a turbid medium[J]. Optics Letters, 2004, 29(23):2773-2775.
[40]	Van der Laan J D, Scrymgeour D A, Kemme S A, et al. Detection range enhancement using circularly polarized light in scattering environments for infrared wavelengths[J]. Applied Optics, 2015, 54(9):2266-2274.
[41]	Hu H, Zhao L, Li X, et al. Polarimetric image recovery in turbid media employing circularly polarized light[J]. Optics Express, 2018, 26(19):25047-25059.
[42]	Li X, Hu H, Zhao L, et al. Polarimetric image recovery method combining histogram stretching for underwater imaging[J]. Scientific Reports, 2018, 8(1):12430.
[43]	Leonard I, Alfalou A, Brosseau C. Spectral optimized asymmetric segmented phase-only correlation filter[J]. Applied Optics, 2012, 10; 51(14):2638-2650.
[44]	Miller P C, Caprari R S. Demonstration of improved automatic target-recognition performance by moment analysis of correlation peaks[J]. Applied Optics, 1999, 38(8):1325-1331.
[45]	Dubreuil M, Delrot P, Leonard I, et al. Exploring underwater target detection by imaging polarimetry and correlation techniques[J]. Applied Optics, 2013, 52(5):997-1005.
[46]	Liu F, Han P, Wei Y, et al. Deeply seeing through highly turbid water by active polarization imaging[J]. Optics Letters, 2018, 43(20):4903-4906.
[47]	Garcia R, Nicosevici T, Cuf X. On the way to solve lighting problems in underwater imaging[C]//OCEANS'02 MTS/IEEE, 2002, 2:1018-1024.
[48]	Padmavathi G, Subashini P, Kumar M M, et al. Comparison of filters used for underwater image pre-processing[J]. International Journal of Computer Science and Network Security, 2010, 10(1):58-65.
[49]	Prabhakar C J, Kumar P U. An image-based technique for enhancement of underwater images[J]. arXiv, 2012, 1212:0291.
[50]	Hu H, Zhao L, Li X, et al. Underwater image recovery under the non-uniform optical field based on polarimetric imaging[J]. IEEE Photonics Journal, 2018, 10(1):1-9.
[51]	Kocak D M, Dalgleish F R, Caimi F M, et al. A focus on recent developments and trends in underwater imaging[J]. Marine Technology Society Journal, 2008, 42(1):52-67.
[52]	Bonin F, Burguera A, Oliver G. Imaging systems for advanced underwater vehicles[J]. Journal of Maritime Research, 2011, 8(1):65.

Recent advances in underwater image restoration technique based on polarimetric imaging

doi: 10.3788/IRLA201948.0603006

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