Journal of Optoelectronics · Laser, Volume. 35, Issue 11, 1155(2024)

Combined attention mechanism network for laser detection in fog

WU Long1, ZHU Haowei1, YANG Xu1, XU Lu1, CHEN Shuyu2, and ZHANG Yong3
Author Affiliations
  • 1School of Computer Science and Technology, Zhejiang Sci-Tech University, Hangzhou, Zhejiang 310018, China
  • 2Keyi College of Zhejiang Sci-Tech University, Shaoxing, Zhejiang 312369, China
  • 3Institute of Optical Target Simulation and Test Technology, Harbin Institute of Technology, Harbin, Heilongjiang 150001, China
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    References(21)

    [1] [1] WU Y, SHAO S, LI Y, et al. Multi-beam optical phase array for long-range LiDAR and free-space data communication[J]. Optics & Laser Technology, 2022, 151: 108027.

    [2] [2] MOUNTRAKIS G, LI Y. A linearly approximated iterative Gaussian decomposition method for waveform LiDAR processing[J]. ISPRS Journal of Photogrammetry & Remote Sensing, 2017, 129: 200-211.

    [3] [3] MCMANAMON P F. Review of ladar: a historic, yet emerging, sensor technology with rich phenomenology[J]. Optical Engineering, 2012, 51(6): 0901.

    [4] [4] GARIEPY G, TONOLINI F, WARBURTON R E, et al. Detection and tracking of moving objects hidden from view[J]. Nature Photon, 2016, 10: 23-26.

    [5] [5] CHEN X, WU J, FAN R, et al. Two-digit phase-coding strategy for fringe projection profilometry[J]. IEEE Transactions on Instrumentation and Measurement, 2021, 70: 1-9.

    [6] [6] ZHANG W, LI Y, HUANG Z, et al. Fog backscattering interference suppression algorithm for FMCW laser fuze based on normalized frequency spectrum threshold[J]. Optik, 2017, 131: 188-193.

    [7] [7] DONOHO D L. De-noising by soft-thresholding[J]. IEEE Transactions on Information Theory, 1995, 41(3): 613-627.

    [8] [8] HUANG N E, LONG S R, SHEN Z. The mechanism for frequency downshift in nonlinear wave evolution[J]. Advances in Applied Mechanics, 1996, 32: 59-117.

    [9] [9] KOPSINIS Y, MCLAUGHLIN S. Improved EMD using doubly-iterative sifting and high order spline interpolation[J]. EURASIP Journal on Advances in Signal Processing, 2008, 2008(1): 128293.

    [10] [10] KOPSINIS Y, MCLAUGHLIN. Empirical mode decomposition based soft-thresholding[C]//2008 16th European Signal Processing Conference, August 25-29, 2008, Lausanne, Switzerland. New York: IEEE, 2008: 1-5.

    [11] [11] KOPSINIS Y, MCLAUGHLIN S. Development of EMD-based denoising methods inspired by wavelet thresholding[J]. IEEE Transactions on Signal Processing, 2009, 57(4): 1351-1362.

    [13] [13] MASSOUD A, JIANG Z P, GAO H B, et al. Efficient lidar in foggy environment[C]//3D Image Acquisition and Display: Technology, Perception and Applications, July 11-15, 2022, Vancouver, British Columbia Canada. Washington: Optica Publishing Group, 2022: 3F1A.2.

    [14] [14] HEINZLER R, PIEWAK F, SCHINDLER P, et al. CNN-based lidar point cloud de-Noising in adverse weather[J]. IEEE Robotics and Automation Letters, 2020, 5(2): 2514-2521.

    [15] [15] LIANG X, HUANG Z, LU L, et al. Deep learning method on target echo signal recognition for obscurant penetrating lidar detection in degraded visual environments[J]. Sensors, 2020, 20(12): 3424.

    [18] [18] XIAO L, XIE Y, GAO S, et al. Generalized Radar range equation applied to the whole field region[J]. Sensors, 2022, 22(12), 4608.

    [19] [19] CASASANTA G, GARRA R. Towards a generalized Beer-Lambert law[J]. Fractal and Fractional, 2018, 2(1): 8-15.

    [20] [20] RETHAGE D, PONS J, SERRA X. A wavenet for speech denoising[C]//2018 IEEE International Conference on Acoustics, Speech and Signal Processing, April 15-20, 2018, Calgary, AB, Canada. New York: IEEE, 2018: 5069-5073.

    [21] [21] WANG Q, WU B, ZHU P, et al. ECA-Net: Efficient channel attention for deep convolutional neural networks[C]//IEEE/CVF Conference on Computer Vision and Pattern Recognition, June 13-19, 2020, Seattle, WA, USA. New York: IEEE, 2020: 11534-11542.

    [22] [22] GUO M H, XU T X, LIU J J, et al. Attention mechanisms in computer vision: a survey[J]. Computational Visual Media, 2022, 8(3): 331-368.

    [23] [23] MENG C, JIANG X S, WEI X M, et al. A time convolutional network based outlier detection for multidimensional time series in Cyber-Physical-Social systems[J]. IEEE Access, 2020, 8: 74933-74942.

    [24] [24] DU H, TIAN X, XIE L, et al. Factorized WaveNet for voice conversion with limited data[J]. Speech Communication, 2021, 130: 45-54.

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    WU Long, ZHU Haowei, YANG Xu, XU Lu, CHEN Shuyu, ZHANG Yong. Combined attention mechanism network for laser detection in fog[J]. Journal of Optoelectronics · Laser, 2024, 35(11): 1155

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    Paper Information

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    Received: Apr. 12, 2023

    Accepted: Dec. 31, 2024

    Published Online: Dec. 31, 2024

    The Author Email:

    DOI:10.16136/j.joel.2024.11.0187

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