Infrared Technology, Volume. 46, Issue 9, 975(2024)
Underwater Image Enhancement Algorithm Combining Transformer and Generative Adversarial Network
[1] [1] YANG M, HU J T, LI C Y, et al. An in-depth survey of underwater image enhancement and restoration[J]. IEEE Access, 2019, 7: 123638-123657.
[2] [2] ANWAR S, LI C Y. Diving deeper into underwater image enhancement: a survey[J]. Signal Processing: Image Communication, 2020, 89: 115978.
[3] [3] Islam M J, XIA Y, Sattar J. Fast underwater image enhancement for improved visual perception[J]. IEEE Robotics and Automation Letters, 2020, 5: 3227-3234.
[5] [5] Hitam M S, Awalludin E A, Yussof W N J H W, et al. Mixture contrast limited adaptive histogram equalization for underwater image enhancement[C]//International Conference on Computer Applications Technology (ICCAT), 2013: 1-5.
[6] [6] HUANG D M, WANG Y, SONG W, et al. Shallow-water image enhancement using relative global histogram stretching based on adaptive parameter acquisition[C]//24th International Conference on MultiMedia Modeling (MMM), 2018(10704): 453-465.
[7] [7] Drews Paulo, Nascimento E, Moraes F, et al. Transmission estimation in underwater single images[C]//IEEE International Conference on Computer Vision Workshops (ICCVW), 2013: 825-830.
[8] [8] PENG Y T, Cosman P C. Underwater image restoration based on image blurriness and light absorption[J]. IEEE Transactions on Image Processing, 2017, 26(4): 1579-1594.
[9] [9] LI C Y, Anwar S, Porikli F. Underwater scene prior inspired deep underwater image and video enhancement[J]. Pattern Recognition, 2020, 98: 107038-107038.
[10] [10] Gonzalez Sabbagh S, Robles Kelly A, Gao S. DGD-cGAN: a dual generator for image dewatering and restoration[J]. arXiv preprint arXiv:2211.10026, 2022.
[11] [11] Vaswani A, Shazeer N, Parmar N, et al. Attention is all you need[J]. Advances in Neural Information Processing Systems, 2017, 30: 1049-5258.
[12] [12] LI C, Wand M. Precomputed real-time texture synthesis with markovian generative adversarial networks[C]//Computer Vision–ECCV, 2016: 702-716.
[13] [13] HE K, ZHANG X, REN S, et al. Deep residual learning for image recog-nition[C]//IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016: 7780459.
[14] [14] WANG H, CAO P, WANG J, et al. Uctransnet: rethinking the skip connections in u-net from a channel-wise perspective with transformer[C]//Proceedings of the AAAI Conference on Artificial Intelligence, 2022, 36(3): 2441-2449.
[15] [15] Ulyanov D, Vedaldi A, Lempitsky V. Instance normalization: the missing ingredient for fast stylization[J]. arXiv preprint arXiv:1607.08022, 2016.
[16] [16] Dosovitskiy A, Beyer L, Kolesnikov A, et al. An image is worth 16×16 words: Transformers for image recognition at scale[J]. arXiv preprint arXiv:2010.11929, 2020.
[17] [17] Johnson J, Alahi A, Fei-Fei L. Perceptual losses for real-time style transfer and super-resolution[C]//Computer Vision–ECCV, 2016: 694-711.
[18] [18] PENG L T, ZHU C L, BIAN L H. U-shape transformer for underwater image enhancement[C]//Computer Vision–ECCV, 2023: 290-307.
[19] [19] LI C Y, GUO C L, REN W Q, et al. An underwater image enhancement benchmark dataset and beyond[J]. IEEE Transactions on Image Processing, 2020, 29: 4376-4389.
[20] [20] Korhonen J, You J. Peak signal-to-noise ratio revisited: Is simple beautiful[C]//Fourth International Workshop on Quality of Multimedia Experience, 2012: 37-38.
[21] [21] Hor A, Ziou D. Image quality metrics: PSNR vs. SSIM[C]//20th International Conference on Pattern Recognition, 2010: 2366-2369.
[22] [22] YANG M, Sowmya A. An underwater color image quality evaluation metric[J]. IEEE Transactions on Image Processing, 2015, 24(12): 6062-6071.
[23] [23] Panetta K, GAO C, Agaian S. Human-Visual-System-Inspired Underwater Image Quality Measures[J]. IEEE Journal of Oceanic Engineering, 2016, 41(3):541-551.
[24] [24] Mittal A, Soundararajan R, Bovik A. Making a “Completely Blind” image quality analyzer[J]. IEEE Signal Processing Letters, 2013, 20(3): 209-212.
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YUAN Hongchun, ZHANG Bo, CHENG Xin. Underwater Image Enhancement Algorithm Combining Transformer and Generative Adversarial Network[J]. Infrared Technology, 2024, 46(9): 975