Optical Instruments, Volume. 42, Issue 2, 39(2020)

Monocular colony depth extraction algorithms based on transfer learning

Xiangzhou DENG and Rongfu ZHANG*
Author Affiliations
  • School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
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    References(11)

    [4] WANG H H, RAJ B. A survey: time travel in deep learning space: an introduction to deep learning models and how deep learning models evolved from the initial ideas[J]. Computer Science, 226, 23-34(2015).

    [5] [5] EIGEN D, PUHRSCH C, FERGUS R. Depth map prediction from a single image using a multiscale deep wk[C]Proceedings of the 27th international conference on neural infmation processing systems. Montreal, Canada: MIT Press, 2014.

    [7] [7] LAINA I, RUPPRECHT C, BELAGIANNIS V, et al. Deeper depth prediction with fully convolutional residual wks[C]Proceedings of the 4th international conference on 3D vision (3DV). Stanfd: IEEE, 2016.

    [8] [8] HE K M, ZHANG X Y, REN S Q, et al. Deep residual learning f image recognition[C]Proceedings of 2016 IEEE conference on computer vision pattern recognition. Las Vegas: IEEE, 2016.

    [9] [9] GARG R, VIJAY KUMAR B G, CARNEIRO G, et al. Unsupervised CNN f single view depth estimation: geometry to the rescue[C]Proceedings of the 14th European conference. Cham: Springer, 2016: 740756.

    [13] KINGMA D P, BA J. Adam: a method for stochastic optimization[J]. Computer Science(2014).

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    Xiangzhou DENG, Rongfu ZHANG. Monocular colony depth extraction algorithms based on transfer learning[J]. Optical Instruments, 2020, 42(2): 39

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    Paper Information

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    Received: Oct. 9, 2019

    Accepted: --

    Published Online: May. 27, 2020

    The Author Email: ZHANG Rongfu (zhangrongfu@usst.edu.cn)

    DOI:10.3969/j.issn.1005-5630.2020.02.007

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