Acta Optica Sinica, Volume. 40, Issue 5, 0510002(2020)

Depth Estimation Method of Light Field Image Based on Occlusion Scene

Xiaomin Liu*, Mengzhu Du, Zhibang Ma, Yunfei Zhu, Pengbo Chen, and Fengying Ma
Author Affiliations
  • School of Physics, Zhengzhou University, Zhengzhou, Henan 450001, China
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    References(13)

    [1] Xiong W, Zhang J, Gao X J et al. Anti-occlusion light-field depth estimation from adaptive cost volume[J]. Journal of Image and Graphics, 22, 1709-1722(2017).

    [2] Wanner S, Goldluecke B. Globallyconsistent depth labeling of 4D light fields. [C]∥2012 IEEE Conference on Computer Vision and Pattern Recognition, June 16-21, 2012, Providence, RI, USA. New York: IEEE, 41-48(2012).

    [4] Chen C, Lin HT, Yu Z et al. Light field stereo matching using bilateral statistics of surface cameras. [C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, OH, USA. New York: IEEE, 1518-1525(2014).

    [5] Tao M W, Hadap S, Malik J et al. Depth fromcombining defocus and correspondence using light-field cameras. [C]∥2013 IEEE International Conference on Computer Vision, December 1-8, 2013, Sydney, Australia. New York: IEEE, 673-680(2013).

    [6] Lu W, Mok W K, Neiman J et al. 3D and image stitching with the Lytro light-field camera[D]. New York: City University of New York(2013).

    [8] Jeon H G, Park J, Choe G et al. Accurate depth map estimation from a lenslet light field camera. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA. New York: IEEE, 1547-1555(2015).

    [9] Williem Park I K, Lee K M. Robust light field depth estimation using occlusion-noise aware data costs[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40, 2484-2497(2018).

    [12] Wanner S, Meister S, Goldluecke B. Datasets and benchmarks for densely sampled 4D light fields. [C]∥Annual Workshop on Vision, Modeling and Visualization(VMV), Lugano, Switzerland. [S.l.: s.n.], 225-226(2013).

    [13] Wang T C, Efros A A, Ramamoorthi R. Depth estimation with occlusion modeling using light-field cameras[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38, 2170-2181(2016).

    [14] Wang T C, Efros A A, Ramamoorthi R. Occlusion-aware depth estimation using light-field cameras. [C]∥2015 IEEE International Conference on Computer Vision (ICCV), December 7-13, 2015, Santiago, Chile. New York: IEEE, 3487-3495(2015).

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    Xiaomin Liu, Mengzhu Du, Zhibang Ma, Yunfei Zhu, Pengbo Chen, Fengying Ma. Depth Estimation Method of Light Field Image Based on Occlusion Scene[J]. Acta Optica Sinica, 2020, 40(5): 0510002

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    Paper Information

    Category: Image Processing

    Received: Sep. 3, 2019

    Accepted: Nov. 18, 2019

    Published Online: Mar. 10, 2020

    The Author Email: Liu Xiaomin (liuxmamara@zzu.edu.cn)

    DOI:10.3788/AOS202040.0510002

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