• Acta Optica Sinica
  • Vol. 40, Issue 16, 1628003 (2020)
Yangping Wang1、2, Anna Qin1、*, Qi Hao3, and Jianwu Dang1、2
Author Affiliations
  • 1School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • 2Gansu Engineering Research Center for Artificial Intelligence and Graphic & Image Processing, Lanzhou, Gansu 730070, China;
  • 3Xi′an Aerospace Data Technology Co., Ltd., Xi′an, Shaanxi 710100, China
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    DOI: 10.3788/AOS202040.1628003 Cite this Article Set citation alerts
    Yangping Wang, Anna Qin, Qi Hao, Jianwu Dang. Semi-Global Stereo Matching of Remote Sensing Images Combined with Speeded up Robust Features[J]. Acta Optica Sinica, 2020, 40(16): 1628003 Copy Citation Text show less
    Flow chart of proposed algorithm
    Fig. 1. Flow chart of proposed algorithm
    Diagram of Census conversion
    Fig. 2. Diagram of Census conversion
    Comparison of disparity refinement algorithms. (a) Algorithm in Ref.[18]; (b) proposed algorithm
    Fig. 3. Comparison of disparity refinement algorithms. (a) Algorithm in Ref.[18]; (b) proposed algorithm
    Experiment results in WorldView stereo pair. (a) Left image; (b) right image; (c) feature point extraction in left image; (d) feature point extraction in right image; (e) disparity map of SGM algorithm based on mutual information; (f) disparity map of proposed algorithm; (g) disparity map of WACS algorithm; (h) rendering disparity map of proposed algorithm; (i) refined disparity map
    Fig. 4. Experiment results in WorldView stereo pair. (a) Left image; (b) right image; (c) feature point extraction in left image; (d) feature point extraction in right image; (e) disparity map of SGM algorithm based on mutual information; (f) disparity map of proposed algorithm; (g) disparity map of WACS algorithm; (h) rendering disparity map of proposed algorithm; (i) refined disparity map
    Experimental results in IKONOS stereo pair. (a) Left image; (b) right image; (c) feature point extraction in left image; (d) feature point extraction in right image; (e) disparity map of SGM algorithm based on mutual information; (f) disparity map of proposed algorithm; (g) disparity map of WACS algorithm; (h) rendering disparity map of proposed algorithm; (i) refined disparity map
    Fig. 5. Experimental results in IKONOS stereo pair. (a) Left image; (b) right image; (c) feature point extraction in left image; (d) feature point extraction in right image; (e) disparity map of SGM algorithm based on mutual information; (f) disparity map of proposed algorithm; (g) disparity map of WACS algorithm; (h) rendering disparity map of proposed algorithm; (i) refined disparity map
    Experiment results in SuperView-1 satellite stereo pair. (a) Left image; (b) right image; (c) feature point extraction in left image; (d) feature point extraction in right image; (e) disparity map of SGM algorithm based on mutual information; (f) disparity map of proposed algorithm; (g) disparity map of WACS algorithm; (h) rendering disparity map of proposed algorithm; (i) refined disparity map
    Fig. 6. Experiment results in SuperView-1 satellite stereo pair. (a) Left image; (b) right image; (c) feature point extraction in left image; (d) feature point extraction in right image; (e) disparity map of SGM algorithm based on mutual information; (f) disparity map of proposed algorithm; (g) disparity map of WACS algorithm; (h) rendering disparity map of proposed algorithm; (i) refined disparity map
    Accuracy of stereo matching in experimental data set
    Fig. 7. Accuracy of stereo matching in experimental data set
    Data setNumber of feature points(left image/right image)Number of matching point pairsRMSE
    WorldView601/7131980.912
    IKONOS598/6551210.896
    SuperView-1523/6181720.908
    Table 1. Detection results of experimental image feature points
    Data setParameterSGM[10]WACS[12]Proposed algorithm
    A10.87230.88310.9228
    WorldViewA20.8230.8250.912
    A3/pixel5.835.044.32
    A10.88870.87520.9587
    IKONOSA20.8310.8340.918
    A3/pixel3.713.722.12
    A10.80210.81520.9621
    SuperView-1A20.8160.8050.921
    A3/pixel3.823.232.72
    Table 2. Result comparison of different algorithms in experimental images
    Yangping Wang, Anna Qin, Qi Hao, Jianwu Dang. Semi-Global Stereo Matching of Remote Sensing Images Combined with Speeded up Robust Features[J]. Acta Optica Sinica, 2020, 40(16): 1628003
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