Deep-learning-enabled temporally super-resolved multiplexed fringe projection profilometry: high-speed kHz 3D imaging with low-speed camera

被引:0
|
作者
Chen, Wenwu [1 ,2 ,3 ]
Feng, Shijie [1 ,2 ,3 ]
Zuo, Chao [1 ,2 ,3 ]
机构
[1] Nanjing Univ Sci & Technol, Smart Computat Imaging Lab SCILab, Nanjing, Peoples R China
[2] Nanjing Univ Sci & Technol, Smart Computat Imaging Res Inst SCIRI, Nanjing, Peoples R China
[3] Jiangsu Key Lab Spectral Imaging & Intelligent Se, Nanjing, Peoples R China
基金
中国国家自然科学基金;
关键词
fringe projection profilometry; multiplex; deep learning; temporal super-resolution;
D O I
10.1117/12.3016412
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Deep learning-enabled multiplexed fringe projection profilometry allows to achieve high-resolution and highspeed 3D imaging at near-one-order of magnitude-higher 3D frame rate with conventional low-speed cameras. Then the method is demonstrated by measuring 2 transient scenes: rotating fan blades and bullet fired from a toy gun, at kHz using cameras of around 100 Hz.
引用
收藏
页数:5
相关论文
共 43 条
  • [1] Deep-learning-enabled temporally super-resolved multiplexed fringe projection profilometry: high-speed kHz 3D imaging with low-speed camera
    Chen, Wenwu
    Feng, Shijie
    Yin, Wei
    Li, Yixuan
    Qian, Jiaming
    Chen, Qian
    Zuo, Chao
    PHOTONIX, 2024, 5 (01)
  • [2] Micro deep learning profilometry for high-speed 3D surface imaging
    Feng, Shijie
    Zuo, Chao
    Yin, Wei
    Gu, Guohua
    Chen, Qian
    OPTICS AND LASERS IN ENGINEERING, 2019, 121 : 416 - 427
  • [3] High-accuracy high-speed unconstrained fringe projection profilometry of 3D measurement
    Yang, Shichao
    Wu, Gaoxu
    Wu, Yanxue
    Yan, Jin
    Luo, Huifang
    Zhang, Yinnan
    Liu, Fei
    OPTICS AND LASER TECHNOLOGY, 2020, 125
  • [4] High-speed 3D imaging with digital fringe projection techniques
    Zhang, Song
    TRIBUTE TO JAMES C. WYANT: THE EXTRAORDINAIRE IN OPTICAL METROLOGY AND OPTICS EDUCATION, 2021, 11813
  • [5] Few-pattern defocusing fringe projection profilometry for high-speed 3-D imaging
    Xu, Chunmei
    Jin, Yi
    Duan, Minghui
    Zheng, Yabing
    Sun, Zheng
    Zhu, Changan
    Kan, Yan
    SEVENTH ASIA PACIFIC CONFERENCE ON OPTICS MANUFACTURE (APCOM 2021), 2022, 12166
  • [6] Single-shot super-resolved fringe projection profilometry (SSSR-FPP): 100,000 frames-per-second 3D imaging with deep learning
    Wang, Bowen
    Chen, Wenwu
    Qian, Jiaming
    Feng, Shijie
    Chen, Qian
    Zuo, Chao
    LIGHT-SCIENCE & APPLICATIONS, 2025, 14 (01)
  • [7] Deep-learning-enabled dual-frequency composite fringe projection profilometry for single-shot absolute 3D shape measurement
    Li, Yixuan
    Qian, Jiaming
    Feng, Shijie
    Chen, Qian
    Zuo, Chao
    OPTO-ELECTRONIC ADVANCES, 2022, 5 (05)
  • [8] Deep-learning-enabled dual-frequency composite fringe projection profilometry for single-shot absolute 3D shape measurement
    Yixuan Li
    Jiaming Qian
    Shijie Feng
    Qian Chen
    Chao Zuo
    Opto-ElectronicAdvances, 2022, 5 (05) : 37 - 52
  • [9] 3D Face Profilometry Based on Galvanometer Scanner with Infrared Fringe Projection in High Speed
    Xue, Junpeng
    Zhang, Qican
    Li, Chenghang
    Lang, Wei
    Wang, Min
    Hu, Yanfei
    APPLIED SCIENCES-BASEL, 2019, 9 (07):
  • [10] High-Speed 3D Topography Measurement Based on Fringe Projection: A Review
    Wu, Zhoujie
    Zhang, Qican
    LASER & OPTOELECTRONICS PROGRESS, 2023, 60 (08)