Laser & Optoelectronics Progress, Volume. 59, Issue 18, 1815017(2022)

Generating Disparity Image of Standing Trees Based on Improved SGM

Ping Yin1,2,3, Aijun Xu1,2,3, and Jianxin Yin1,2,3、*
Author Affiliations
  • 1School of Mathematics and Computer Science, Zhejiang A & F University, Hangzhou 311300, Zhejiang , China
  • 2Zhejiang Provincial Key Laboratory of Forestry Intelligent Monitoring and Information Technology, Hangzhou 311300, Zhejiang , China
  • 3Key Laboratory of State Forestry and Grassland Administration on Forestry Sensing Technology and Intelligent Engineering, Zhejiang A & F University, Hangzhou 311300, Zhejiang , China
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    References(34)

    [1] Lao C L, Yang H, Li P et al. 3D reconstruction of maize plants based on consumer depth camera[J]. Transactions of the Chinese Society for Agricultural Machinery, 50, 222-228(2019).

    [2] Liang X Y, Zhou F R, Chen H et al. Three-dimensional maize plants reconstruction and traits extraction based on structure from motion[J]. Transactions of the Chinese Society for Agricultural Machinery, 51, 209-219(2020).

    [3] Wu J, Li X, Liu S Y et al. Global three-dimensional reconstruction method for visual detection of aircraft skin damage based on rear positioning[J]. Acta Optica Sinica, 41, 1115002(2021).

    [4] Guo Q D, Quan Y M. Depth image point cloud segmentation using spatial projection[J]. Acta Optica Sinica, 40, 1815001(2020).

    [5] Zhang Z J, Cheng X J, Cao Y J et al. Application of 3D reconstruction of relic sites combined with laser and vision point cloud[J]. Chinese Journal of Lasers, 47, 1110001(2020).

    [6] Kong L Y, Zhu J P, Ying S C. Stereo matching based on guidance image and adaptive support region[J]. Acta Optica Sinica, 40, 0915001(2020).

    [7] Dong T Y, Chen D F, Yang L J et al. Construction of 3D tree image with hierarchical tree structures[J]. Journal of Image and Graphics, 23, 1382-1392(2018).

    [8] Liu J C, Feng Z K, Yang L Y et al. Design of real-time kinematic multi-functional binocular stereo-photogrammetric dendrometer[J]. Transactions of the Chinese Society of Agricultural Engineering, 34, 61-68(2018).

    [9] Sun Y K, Li C L, Wang J W et al. Binocular stereo image matching algorithm combining sum of absolute differences and Census transformation[J]. Science Technology and Engineering, 20, 12035-12041(2020).

    [10] Zhou H H, Wang X X, Wang J L et al. Matching algorithm based on improved cost calculation and path optimization strategy[J]. Laser & Optoelectronics Progress, 59, 1615006(2022).

    [11] Xiao H, Tian C, Zhang Y et al. Stereo matching algorithm based on improved Census transform and gradient fusion[J]. Laser & Optoelectronics Progress, 58, 0215008(2021).

    [12] Fan H R, Yang F, Pan X R et al. Stereo matching algorithm for improved Census transform and gradient fusion[J]. Acta Optica Sinica, 38, 0215006(2018).

    [14] Liu Y, Zhong X Q, Fu J Y et al. Stereo matching algorithm based on hybrid optimization method[J]. Systems Engineering and Electronics, 42, 2692-2699(2020).

    [15] Wang N. Research and FPGA implementation of binocular matching algorithm based on SAD and Census fusion[D](2020).

    [16] Ou Y D, Xie X P. A multi-feature stereo matching algorithm based on improved Census transform[J]. Computer Engineering & Science, 42, 1030-1036(2020).

    [17] Sun L, Sun Y W, Li H. SGM-based dense depth estimation algorithm for disparity edge optimization[J]. Computer & Digital Engineering, 48, 2729-2733(2020).

    [24] Zeng J Y, Feng W L, Qin C B et al. Real-time adaptation for stereo matching[J]. Journal of Signal Processing, 35, 843-849(2019).

    [25] Xiao J S, Tian H, Zou W T et al. Stereo matching based on convolutional neural network[J]. Acta Optica Sinica, 38, 0815017(2018).

    [26] Huang D Z, Zhao Q, Liu H W et al. Dense disparity map extraction method based on improved convolutional neural network[J]. Laser & Optoelectronics Progress, 55, 121004(2018).

    [29] Du H Z, Zhang T, Sun Y B et al. Stereo matching method based on gated recurrent unit networks[J]. Laser & Optoelectronics Progress, 58, 1415001(2021).

    [30] Hirschmuller H. Accurate and efficient stereo processing by semi-global matching and mutual information[C], 807-814(2005).

    [31] Liu Y, Li T F. Research of the improvement of Zhang’s camera calibration method[J]. Optical Technique, 40, 565-570(2014).

    [35] Guo X, Wang Y J, Fu D H et al. A weight guided filtering matching algorithm combining three measures[J]. Computer Engineering & Science, 41, 1044-1049(2019).

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    Ping Yin, Aijun Xu, Jianxin Yin. Generating Disparity Image of Standing Trees Based on Improved SGM[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1815017

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    Paper Information

    Category: Machine Vision

    Received: Aug. 12, 2021

    Accepted: Sep. 24, 2021

    Published Online: Aug. 29, 2022

    The Author Email: Yin Jianxin (19970008@zafu.edu.cn)

    DOI:10.3788/LOP202259.1815017

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