• Journal of Applied Optics
  • Vol. 43, Issue 3, 436 (2022)
Lizheng SONG, Dongyun LIN, Xiafu PENG, and Tengfei LIU
Author Affiliations
  • School of Aeronautics and Astronautics, Xiamen University, Xiamen 361005, China
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    DOI: 10.5768/JAO202243.0302003 Cite this Article
    Lizheng SONG, Dongyun LIN, Xiafu PENG, Tengfei LIU. Patch-match binocular 3D reconstruction based on deep learning[J]. Journal of Applied Optics, 2022, 43(3): 436 Copy Citation Text show less
    Flow chart of algorithm processing
    Fig. 1. Flow chart of algorithm processing
    Structure diagram of PSM-net network
    Fig. 2. Structure diagram of PSM-net network
    Flow chart of patch-match algorithm
    Fig. 3. Flow chart of patch-match algorithm
    Disparity and heteroscedastic uncertainty of PSMNU network outputPSMNU网络输出的视差和异方差不确定度
    Fig. 4. Disparity and heteroscedastic uncertainty of PSMNU network output PSMNU网络输出的视差 和异方差不确定度
    Patch-match algorithm and proposed algorithm
    Fig. 5. Patch-match algorithm and proposed algorithm
    DataSetAlgorithmThresh/ pixel Nonocc/ % Disc/ % All/ % Time/ s
    TsukubaPatch-match[1]1.04.2110.564.44286.795
    Ours1.04.1610.464.43221.337
    CSCA[20]1.05.0310.025.800.24
    VenusPatch-match[1]1.01.539.442.12458.980
    Ours1.01.408.641.94383.256
    CSCA[20]1.01.498.532.280.41
    TeddyPatch-match[1]1.06.6014.6412.60502.908
    Ours1.06.3313.8112.19406.529
    CSCA[20]1.07.2117.3914.770.39
    ConesPatch-match[1]1.02.757.687.77466.620
    Ours1.02.587.317.58297.364
    CSCA[20]1.05.9815.3214.960.47
    Table 1. Quantitative analysis results of patch-match algorithm and proposed algorithm
    Lizheng SONG, Dongyun LIN, Xiafu PENG, Tengfei LIU. Patch-match binocular 3D reconstruction based on deep learning[J]. Journal of Applied Optics, 2022, 43(3): 436
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