Laser & Optoelectronics Progress, Volume. 59, Issue 16, 1611002(2022)

Efficient Monocular Image Depth Estimation Based on Transfer Learning

Jiatao Liu1, Yaping Zhang1、*, and Yuwei Yang2
Author Affiliations
  • 1School of Information Science and Technology, Yunnan Normal University, Kunming 650500, Yunnan , China
  • 2Nantong Institute of Technology, Nantong 226000, Jiangsu , China
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    References(22)

    [1] Wang Y T, Zhou H Q, Yan J X et al. Advances in computational optics based on deep learning[J]. Chinese Journal of Lasers, 48, 1918004(2021).

    [2] Ding M, Jiang X Y. Scene depth estimation based on monocular vision in advanced driving assistance system[J]. Acta Optica Sinica, 40, 1715001(2020).

    [3] Kang C, Li W X, Huang S et al. Research on active optical correction algorithm based on deep learning[J]. Acta Optica Sinica, 41, 0611004(2021).

    [10] Wu J L, Guo Z H, Chen X F et al. Three-dimensional measurement method of light field imaging based on deep learning[J]. Chinese Journal of Lasers, 47, 1204005(2020).

    [18] Paszke A, Gross S, Massa F et al. PyTorch: an imperative style, high-performance deep learning library[C], 8024-8035(2019).

    [22] Glorot X, Bengio Y. Understanding the difficulty of training deep feedforward neural networks[C], 249-256(2010).

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    Jiatao Liu, Yaping Zhang, Yuwei Yang. Efficient Monocular Image Depth Estimation Based on Transfer Learning[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1611002

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    Paper Information

    Category: Imaging Systems

    Received: Jul. 30, 2021

    Accepted: Sep. 24, 2021

    Published Online: Aug. 8, 2022

    The Author Email: Zhang Yaping (zhangyp@ynnu.edu.cn)

    DOI:10.3788/LOP202259.1611002

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