Chinese Optics Letters, Volume. 22, Issue 6, 060002(2024)

SSL Depth: self-supervised learning enables 16× speedup in confocal microscopy-based 3D surface imaging [Invited]

Ze-Hao Wang1,2, Tong-Tian Weng1,2, Xiang-Dong Chen1,2,3, Li Zhao4, and Fang-Wen Sun1,2,3、*
Author Affiliations
  • 1CAS Key Laboratory of Quantum Information, University of Science and Technology of China, Hefei 230026, China
  • 2CAS Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Hefei 230026, China
  • 3Hefei National Laboratory, University of Science and Technology of China, Hefei 230088, China
  • 4Anhui Golden-Shield 3D Technology Co., Ltd., Hefei 230011, China
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    References(30)

    [1] K. Creath. V phase-measurement interferometry techniques. Prog. Opt., 26, 349(1988).

    [2] P. Hariharan. Basics of Interferometry(2010).

    [4] D. Post, B. Han, P. Ifju. High Sensitivity Moiré: Experimental Analysis for Mechanics and Materials(2012).

    [5] U. Schnars, C. Falldorf, J. Watson et al. Digital holography and wavefront sensing. Principles, Techniques and Applications(2015).

    [12] M. C. Knauer, J. Kaminski, G. Hausler. Phase measuring deflectometry: a new approach to measure specular free-form surfaces. Optical Metrology in Production Engineering, 366(2004).

    [17] R. Artigas. Imaging confocal microscopy. Optical Measurement of Surface Topography, 237(2011).

    [22] A. Vaswani, N. Shazeer, N. Parmar et al. Attention is all you need. Advances in Neural Information Processing Systems, 1(2017).

    [23] A. Dosovitskiy, L. Beyer, A. Kolesnikov et al. An image is worth 16 × 16 words: transformers for image recognition at scale(2020).

    [25] C. Feichtenhofer, Y. Li, K. He et al. Masked autoencoders as spatiotemporal learners. Adv. Neural Inf. Process., 35, 35946(2022).

    [26] A. Radford, J. W. Kim, C. Hallacy et al. Learning transferable visual models from natural language supervision. International Conference on Machine Learning, 8748(2021).

    [27] Z. Chen, Y. Duan, W. Wang et al. Vision transformer adapter for dense predictions(2022).

    [29] I. Loshchilov, F. Hutter. Decoupled weight decay regularization(2017).

    Cited By

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

    [1] Shensheng Han.

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    Ze-Hao Wang, Tong-Tian Weng, Xiang-Dong Chen, Li Zhao, Fang-Wen Sun, "SSL Depth: self-supervised learning enables 16× speedup in confocal microscopy-based 3D surface imaging [Invited]," Chin. Opt. Lett. 22, 060002 (2024)

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    Paper Information

    Special Issue: SPECIAL ISSUE ON QUANTUM IMAGING

    Received: Jan. 23, 2024

    Accepted: Feb. 26, 2024

    Published Online: Jun. 18, 2024

    The Author Email: Fang-Wen Sun (fwsun@ustc.edu.cn)

    DOI:10.3788/COL202422.060002

    CSTR:32184.14.COL202422.060002

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