Advanced Photonics Nexus, Volume. 1, Issue 1, 014001(2022)

Deep learning spatial phase unwrapping: a comparative review Article Video

Kaiqiang Wang1,2, Qian Kemao3、*, Jianglei Di1,2,4、*, and Jianlin Zhao1,2、*
Author Affiliations
  • 1Northwestern Polytechnical University, School of Physical Science and Technology, Shaanxi Key Laboratory of Optical Information Technology, Xi’an, China
  • 2Ministry of Industry and Information Technology, Key Laboratory of Light Field Manipulation and Information Acquisition, Xi’an, China
  • 3Nanyang Technological University, School of Computer Science and Engineering, Singapore
  • 4Guangdong University of Technology, Guangdong Provincial Key Laboratory of Photonics Information Technology, Guangzhou, China
  • show less
    References(95)

    [14] K. Qian. Windowed Fringe Pattern Analysis(2013).

    [16] D. C. Ghiglia, M. D. Pritt. Two-Dimensional Phase Unwrapping: Theory, Algorithms, and Software(1998).

    [22] G. Dardikman, N. T. Shaked. Phase unwrapping using residual neural networks, CW3B.5(2018).

    [25] J. J. He et al. Deep spatiotemporal phase unwrapping of phase-contrast MRI data, 1962(2019).

    [26] K. Ryu et al. Development of a deep learning method for phase unwrapping MR images, 4707(2019).

    [29] M. V. Perera, A. De Silva. A joint convolutional and spatial quad-directional LSTM network for phase unwrapping, 4055-4059(2021).

    [34] R. Liang et al. Phase unwrapping using segmentation(2018).

    [46] D. E. Rumelhart, G. E. Hinton, R. J. Williams. Learning internal representations by error propagation. California Univ. San Diego La Jolla Inst for Cognitive Science, 399-421(1988).

    [48] N. Navab, O. Ronneberger, P. Fischer, T. Broxet?al.. U-Net: convolutional networks for biomedical image segmentation. Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015, 234-241(2015).

    [49] L.-C. Chen et al. Encoder-decoder with atrous separable convolution for semantic image segmentation, 801-818(2018).

    [84] I. Goodfellow et al. Generative adversarial nets(2014).

    [87] A. Kendall, I. Guyon, Y. Galet?al.. What uncertainties do we need in Bayesian deep learning for computer vision?. Advances in Neural Information Processing Systems(2017).

    [88] Y. Chen et al. Dynamic convolution: attention over convolution kernels, 11030-11039(2020).

    [89] O. Oktay et al. Attention U-net: learning where to look for the pancreas(2018).

    [90] J. Yosinski, Z. Ghahramani et al. How transferable are features in deep neural networks?. Adv. in Neural Inform. Process. Syst.(2014).

    [91] D. Ulyanov, A. Vedaldi, V. Lempitsky. Deep image prior, 9446-9454(2018).

    Tools

    Get Citation

    Copy Citation Text

    Kaiqiang Wang, Qian Kemao, Jianglei Di, Jianlin Zhao. Deep learning spatial phase unwrapping: a comparative review[J]. Advanced Photonics Nexus, 2022, 1(1): 014001

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Reviews

    Received: Jun. 22, 2022

    Accepted: Jun. 28, 2022

    Published Online: Aug. 4, 2022

    The Author Email: Kemao Qian (mkmqian@ntu.edu.sg), Di Jianglei (jiangleidi@nwpu.edu.cn), Zhao Jianlin (jlzhao@nwpu.edu.cn)

    DOI:10.1117/1.APN.1.1.014001

    Topics