Multi-Turbidity Underwater Image Restoration Based on Neural Network and Polarization Imaging

Xinyuan Gui; Ran Zhang; Haoyuan Cheng; Lianbiao Tian; Jinkui Chu

doi:10.3788/LOP202259.0410001

[1] Cartron L, Josef N, Lerner A et al. Polarization vision can improve object detection in turbid waters by cuttlefish[J]. Journal of Experimental Marine Biology and Ecology, 447, 80-85(2013).

[2] Goddard S M, Forward R B. The role of the underwater polarized light pattern, in sun compass navigation of the grass shrimp, Palaemonetes vulgaris[J]. Journal of Comparative Physiology A, 169, 479-491(1991).

[3] Chu J K, Zhao K C. Study of angle measurement optoelectronic model on emulating polarization-sensitive compound eye of insect[J]. Micronanoelectronic Technology, 42, 541-545(2005).

[4] Schechner Y Y, Karpel N. Recovery of underwater visibility and structure by polarization analysis[J]. IEEE Journal of Oceanic Engineering, 30, 570-587(2005).

[5] Cheng H Y, Chu J K, Zhang R et al. Underwater polarization patterns considering single Rayleigh scattering of water molecules[J]. International Journal of Remote Sensing, 41, 4947-4962(2020).

[6] Chu J K, Tian L B, Cheng H Y et al. Simulation of polarization distribution model under wavy water surfaces dominated by skylight[J]. Acta Optica Sinica, 40, 2001002(2020).

[7] Cai C D, Huo G Y, Zhou Y et al. Underwater image restoration method based on scene depth estimation and white balance[J]. Laser & Optoelectronics Progress, 56, 031008(2019).

[8] Li J M, Hou G J, Pan Z K et al. Underwater image restoration based on a Laplace operator prior term[J]. Laser & Optoelectronics Progress, 57, 161026(2020).

[9] Wang J J, Liang L, Li S et al. Correction and implementation of polarization-difference imaging model for underwater target[J]. Acta Optica Sinica, 39, 1111003(2019).

[10] Cheng H Y, Chu J K, Zhang R et al. Real-time position and attitude estimation for homing and docking of an autonomous underwater vehicle based on bionic polarized optical guidance[J]. Journal of Ocean University of China, 19, 1042-1050(2020).

[11] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C], 770-778(2016).

[12] Ronneberger O, Fischer P, Brox T. U-net: convolutional networks for biomedical image segmentation[M]. Medical image computing and computer-assisted intervention-MICCAI 2015, 9351, 234-241(2015).

[13] Lu J Y, Li N, Zhang S Y et al. Multi-scale adversarial network for underwater image restoration[J]. Optics & Laser Technology, 110, 105-113(2019).

[14] Lu H M, Li Y J, Uemura T et al. Low illumination underwater light field images reconstruction using deep convolutional neural networks[J]. Future Generation Computer Systems, 82, 142-148(2018).

[15] Ghosh N, Wood M F G, Vitkin I A. Mueller matrix decomposition for extraction of individual polarization parameters from complex turbid media exhibiting multiple scattering, optical activity, and linear birefringence[J]. Journal of Biomedical Optics, 13, 044036(2008).

[16] Wang Z, Bovik A C, Sheikh H R et al. Image quality assessment: from error visibility to structural similarity[J]. IEEE Transactions on Image Processing, 13, 600-612(2004).

[17] Cho Y, Jeong J, Kim A. Model-assisted multiband fusion for single image enhancement and applications to robot vision[J]. IEEE Robotics and Automation Letters, 3, 2822-2829(2018).

[18] Pan P W, Yuan F, Cheng E. Underwater image de-scattering and enhancing using dehazenet and HWD[J]. Journal of Marine Science and Technology, 26, 531-540(2018).

[19] Liu X, Zhang H, Cheung Y M et al. Efficient single image dehazing and denoising: an efficient multi-scale correlated wavelet approach[J]. Computer Vision and Image Understanding, 162, 23-33(2017).