Infrared and Laser Engineering, Volume. 49, Issue S2, 20200380(2020)
Compressed photon-counting laser radar based on deep learning
[1] [1] Kirmani A, Venkatraman D, Shin D, et al. First-photon imaging[J]. Science, 2014, 343(6166): 58-61.
[2] [2] Li Z, Wu E, Pang C, et al. Multi-beam single-photon-counting three dimensional imaging lidar[J]. Optics Express, 2017, 25(9): 10189-10195.
[3] [3] Kang Y, Li L, Liu D, et al. Fast long-range photon counting depth imaging with sparse single-photon data[J]. IEEE Photonics Journal, 2018, 10(3): 1-10.
[4] [4] Onori D, Scotti F, Scaffardi M, et al. Coherent interferometric dual-frequency laser radar for precise range/Doppler measurement[J]. Journal of Lightwave Technology, 2016, 34(20): 4828-4834.
[5] [5] Hadfirld Robert H. Single-photon detectors for optical quantum information applications[J]. Nature Photonics, 2009, 3(12): 696-705.
[6] [6] Komiyama S, Astafiev O, Antonov V, et al. A single-photon detector in the far-infrared range[J]. Nature, 2000, 403(6768): 405-407.
[7] [7] Hiskett P A, Parry C S, McCarthy A, et al. A photon-counting time-of-flight ranging technique developed for the avoidance of range ambiguity at gigahertz clock rates[J]. Optics Express, 2008, 16(18): 13685-13698.
[8] [8] Hirvonen, Liisa M, Klaus Suhling. Wide-field TCSPC: methods and applications[J]. Measurement Science and Technology, 2016, 28(1): 012003.
[9] [9] Tobin R, Halimi A, McCarthy A, et al. Three-dimensional single-photon imaging through obscurants[J]. Optics Express, 2019, 27(4): 4590-4611.
[10] [10] Peng H, Wang Y, Meng W, et al. Dynamic time-correlated single-photon counting laser ranging[J]. Optoelectronics Letters, 2018, 14(2): 129-132.
[11] [11] Yan Q, Li D, Wang Y, et al. Single-photon reflectivity and depth imaging by continuous measurement of arrival time of photons[J]. IEEE Photonics Journal, 2019, 11(6): 1-14.
[12] [12] Chen Z, Li X, Li X, et al. A correction method for range walk error in time-correlated single-photon counting using photomultiplier tube[J]. Optics Communications, 2019, 434: 7-11.
[13] [13] Sun M J, Edgar M P, Gibson G M, et al. Single-pixel three-dimensional imaging with time-based depth resolution[J]. Nature Communications, 2016, 7: 12010.
[14] [14] Dai H, Gu G, He W, et al. Adaptive compressed photon counting 3D imaging based on wavelet trees and depth map sparse representation[J]. Optics Express, 2016, 24(23):26080-26096.
[15] [15] Higham C F, Murray-Smith R, Padgett M J, et al. Deep learning for real-time single-pixel video[J]. Scientific Reports, 2018, 8(1): 1-9.
[16] [16] Radwell N, Johnson S D, Edgar M P, et al. Deep learning optimized single-pixel LiDAR[J]. Applied Physics Letters, 2019, 115(23): 231101.
[17] [17] Guan Y, Yan Q, Yang S, et al. Single photon counting compressive imaging based on a sampling and reconstruction integrated deep network[J]. Optics Communications, 2020, 459: 124923.
[18] [18] Yao H, Dai F, Zhang S, et al. Dr2-Net: Deep residual reconstruction network for image compressive sensing[J]. Neurocomputing, 2019, 359: 483-493.
[19] [19] Yan Q R, Wang H, Yuan C L, et al. Large-area single photon compressive imaging based on multiple micro-mirrors combination imaging method[J]. Optic Express, 2018, 26(15): 19080-19090.
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Yang Cheng, Yan Qiurong, Zhu Zhitai, Wang Yifan, Wang Ming, Dai Weihui. Compressed photon-counting laser radar based on deep learning[J]. Infrared and Laser Engineering, 2020, 49(S2): 20200380
Category: 激光器与激光光学
Received: Sep. 27, 2020
Accepted: Oct. 27, 2020
Published Online: Feb. 5, 2021
The Author Email: Qiurong Yan (yanqiurong@ncu.edu.cn)