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Advanced Photonics, Volume. 7, Issue 5, 056005(2025)

Real-time all-directional 3D recognition and multidistortion correction via prior diffraction neural networks

Min Huang1,2, Bin Zheng1,3,4, Ruichen Li1, Yijun Zou1, Xiaofeng Li5, Chao Qian6, Huan Lu1,4, Rongrong Zhu1,7、*, and Hongsheng Chen3,4,6、*
Author Affiliations
  • 1Zhejiang University, Interdisciplinary Center for Quantum Information, State Key Laboratory of Modern Optical Instrumentation, ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China
  • 2National University of Defense Technology, College of Electronic Science and Technology, Changsha, China
  • 3Zhejiang University, International Joint Innovation Center, Key Laboratory of Advanced Micro/Nano Electronic Devices & Smart Systems of Zhejiang, The Electromagnetics Academy at Zhejiang University, Haining, China
  • 4Zhejiang University, Jinhua Institute of Zhejiang University, Jinhua, China
  • 5Air Force Engineering University, Air and Missile Defense College, Xi’an, China
  • 6Zhejiang University, ZJU-UIUC Institute, Interdisciplinary Center for Quantum Information, State Key Laboratory of Extreme Photonics and Instrumentation, Hangzhou, China
  • 7Hangzhou City University, School of Information and Electrical Engineering, Zhejiang, China
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    [1] Detection and recognition of traffic planar objects using colorized laser scan and perspective distortion rectification. IEEE Trans. Intell. Transp., 19, 1485-1495(2018). https://doi.org/10.1109/TITS.2017.2723902

    [2] Persistent homology meets object unity: object recognition in clutter. IEEE Trans. Robot., 40, 886-902(2024). https://doi.org/10.1109/TRO.2023.3343994

    [3] Intelligent seven-DoF robot with dynamic obstacle avoidance and 3-D object recognition for industrial cyber-physical systems in manufacturing automation. Proc. IEEE, 104, 1102-1113(2016). https://doi.org/10.1109/JPROC.2015.2508598

    [4] et al3D object recognition method with multiple feature extraction from LiDAR point clouds. J. Supercomput., 75, 4430-4442(2019). https://doi.org/10.1007/s11227-019-02830-9

    [5] et alAutonomous multiframe point cloud fusion method for mmWave radar. IEEE Trans. Instrum. Meas., 72, 4505708(2023). https://doi.org/10.1109/TIM.2023.3302936

    [6] et alDeep-neural-network-enabled vehicle detection using high-resolution automotive radar imaging. IEEE Trans. Aero. Elec. Syst., 59, 4815-4830(2023). https://doi.org/10.1109/TAES.2023.3275887

    [7] et alA pipeline for 3-D object recognition based on local shape description in cluttered scenes. IEEE Trans. Geosci. Remote, 59, 801-816(2021). https://doi.org/10.1109/TGRS.2020.2998683

    [8] et alProjected generative adversarial network for point cloud completion. IEEE Trans. Circ. Syst. Vid., 33, 771-781(2023). https://doi.org/10.1109/TCSVT.2022.3204771

    [9] A novel sketch-based framework utilizing contour cues for efficient point cloud registration. IEEE Trans. Geosci. Remote Sens., 61, 5703616(2023). https://doi.org/10.1109/TGRS.2023.3307061

    [10] et alEye accommodation-inspired neuro-metasurface focusing. Nat. Commun., 14, 3301(2023). https://doi.org/10.1038/s41467-023-39070-8

    [11] et alOn-chip wavefront shaping with dielectric metasurface. Nat. Commun., 10, 3547(2019). https://doi.org/10.1038/s41467-019-11578-y

    [12] et alRevealing the transformation invariance of full-parameter omnidirectional invisibility cloaks. Electromag. Sci., 1, 0020092(2023). https://doi.org/10.23919/emsci.2023.0009

    [13] et alMetasurface-enabled electromagnetic illusion with generic algorithm. Front. Mater., 10, 1289250(2023). https://doi.org/10.3389/fmats.2023.1289250

    [14] et alEvolutionary games-assisted synchronization metasurface for simultaneous multisource invisibility cloaking. Adv. Funct. Mater., 34, 2401909(2024). https://doi.org/10.1002/adfm.202401909

    [15] et alDesigning highly sensitive microwave antenna sensor with novel model for noninvasive glucose measurements. Prog. Electromagn. Res., 176, 129-141(2023). https://doi.org/10.2528/PIER22113002

    [16] et alA novel noncontact Ku-band microwave radiometer for human body temperature measurements. Prog. Electromagn. Res., 178, 18-36(2023). https://doi.org/10.2528/PIER23042503

    [17] et alDiffraction neural network for multi-source information of arrival sensing. Laser Photonics Rev., 17, 2300202(2023). https://doi.org/10.1002/lpor.202300202

    [18] et alLow-altitude UAV detection based on vehicle-mounted wideband programmable metasurface. IEEE Trans. Microw Theory, 72, 7018-7027(2024). https://doi.org/10.1109/TMTT.2024.3406019

    [19] et alMachine–learning-enabled metasurface for direction of arrival estimation. Nanophotonics, 11, 2001-2010(2022). https://doi.org/10.1515/nanoph-2021-0663

    [20] et alFull-space cloud of random points with a scrambling metasurface. Light Sci. Appl., 7, 63(2018). https://doi.org/10.1038/s41377-018-0064-3

    [21] et alMultichannel meta-imagers for accelerating machine vision. Nat. Nanotechnol., 19, 471-478(2024). https://doi.org/10.1038/s41565-023-01557-2

    [22] Linear sampling method imaging of three-dimensional conducting targets from limited apertures via phase-delay-constrained formulations. Prog. Electromagn. Res., 178, 63-81(2023). https://doi.org/10.2528/PIER23040504

    [23] et alMulti-biomarker combination detection system for diagnosis and classification of dry eye disease by imaging of a multi-channel metasurface. Biosens. Bioelectron., 248, 115933(2024). https://doi.org/10.1016/j.bios.2023.115933

    [24] et alClassification of metal handwritten digits based on microwave diffractive deep neural network. Adv. Opt. Mater., 12, 2301938(2024). https://doi.org/10.1002/adom.202301938

    [25] et alMachine-learning reprogrammable metasurface imager. Nat. Commun., 10, 1082(2019). https://doi.org/10.1038/s41467-019-09103-2

    [26] et alAll-optical image transportation through a multimode fibre using a miniaturized diffractive neural network on the distal facet. Nat. Photonics, 19, 486-493(2025). https://doi.org/10.1038/s41566-025-01621-4

    [27] et al3D object recognition in cluttered scenes with local surface features: a survey. IEEE Trans. Pattern Anal., 36, 2270-2287(2014). https://doi.org/10.1109/TPAMI.2014.2316828

    [28] et alRecognition-oriented image compressive sensing with deep learning. IEEE Trans. Multimedia, 25, 2022-2032(2023). https://doi.org/10.1109/TMM.2022.3142952

    [29] An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition. IEEE Trans. Pattern Anal., 39, 2298-2304(2017). https://doi.org/10.1109/TPAMI.2016.2646371

    [30] et alMetasurface-enabled on-chip multiplexed diffractive neural networks in the visible. Light Sci. Appl., 11, 158(2022). https://doi.org/10.1038/s41377-022-00844-2

    [31] et alSingle-layer spatial analog meta-processor for imaging processing. Nat. Commun., 13, 2188(2022). https://doi.org/10.1038/s41467-022-29732-4

    [32] et alUltracompact meta-imagers for arbitrary all-optical convolution. Light Sci. Appl., 11, 62(2022). https://doi.org/10.1038/s41377-022-00752-5

    [33] et alFundamentals and recent developments of free-space optical neural networks. J. Appl. Phys., 136, 030701(2024). https://doi.org/10.1063/5.0215752

    [34] et alDesign of task-specific optical systems using broadband diffractive neural networks. Light Sci. Appl., 8, 112(2019). https://doi.org/10.1038/s41377-019-0223-1

    [35] et alTerahertz pulse shaping using diffractive surfaces. Nat. Commun., 12, 37(2021). https://doi.org/10.1038/s41467-020-20268-z

    [36] et alMassively parallel universal linear transformations using a wavelength-multiplexed diffractive optical network. Adv. Photonics, 5, 016003(2023). https://doi.org/10.1117/1.AP.5.1.016003

    [37] et alSpace-efficient optical computing with an integrated chip diffractive neural network. Nat. Commun., 13, 1044(2022). https://doi.org/10.1038/s41467-022-28702-0

    [38] et alDiffractive interconnects: all-optical permutation operation using diffractive networks. Nanophotonics, 12, 905-923(2023). https://doi.org/10.1515/nanoph-2022-0358

    [39] et alPolarization multiplexed diffractive computing: all-optical implementation of a group of linear transformations through a polarization-encoded diffractive network. Light Sci. Appl., 11, 153(2022). https://doi.org/10.1038/s41377-022-00849-x

    [40] et alMeta-neural-network for real-time and passive deep-learning-based object recognition. Nat. Commun., 11, 6309(2020). https://doi.org/10.1038/s41467-020-19693-x

    [41] et alAll-optical information-processing capacity of diffractive surfaces. Light Sci. Appl., 10, 25(2021). https://doi.org/10.1038/s41377-020-00439-9

    [42] et alAll-optical machine learning using diffractive deep neural networks. Science, 361, 1004-1008(2018). https://doi.org/10.1126/science.aat8084

    [43] et alPhase recovery and holographic image reconstruction using deep learning in neural networks. Light Sci. Appl., 7, 17141(2018). https://doi.org/10.1038/lsa.2017.141

    [44] et alTrainable hardware for dynamical computing using error backpropagation through physical media. Nat. Commun., 6, 6729(2015). https://doi.org/10.1038/ncomms7729

    [45] Deep image prior. Int. J. Comput. Vision, 128, 1867-1888(2020). https://doi.org/10.1007/s11263-020-01303-4

    [46] et alBroadband achromatic metasurface holography. Opto-Electron. Eng., 50, 230118(2023). https://doi.org/10.12086/oee.2023.230118

    [47] et alBlind image deconvolution using variational deep image prior. IEEE Trans. Pattern Anal., 45, 11472-11483(2023). https://doi.org/10.1109/TPAMI.2023.3283979

    [48] et alDeep image prior plus sparsity prior: toward single-shot full-Stokes spectropolarimetric imaging with a multiple-order retarder. Adv. Photonics Nexus, 2, 036009(2023). https://doi.org/10.1117/1.APN.2.3.036009

    [49] et alDielectric nanohole array metasurface for high-resolution near-field sensing and imaging. Nat. Commun., 12, 3293(2021). https://doi.org/10.1038/s41467-021-23357-9

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    Min Huang, Bin Zheng, Ruichen Li, Yijun Zou, Xiaofeng Li, Chao Qian, Huan Lu, Rongrong Zhu, Hongsheng Chen, "Real-time all-directional 3D recognition and multidistortion correction via prior diffraction neural networks," Adv. Photon. 7, 056005 (2025)

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    Paper Information

    Category: Research Articles

    Received: Jan. 22, 2025

    Accepted: Jul. 15, 2025

    Published Online: Aug. 21, 2025

    The Author Email: Rongrong Zhu (rorozhu@hzcu.edu.cn), Hongsheng Chen (hansomchen@zju.edu.cn)

    DOI:10.1117/1.AP.7.5.056005

    CSTR:32187.14.1.AP.7.5.056005

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology