Laser & Optoelectronics Progress, Volume. 59, Issue 16, 1615008(2022)

Stereo Matching Based on Fusion Cost and Adaptive Penalty Coefficient

Jianbin Qiu, Qianying Zheng*, and Jinling Yu
Author Affiliations
  • Institute of Micro-Nano Devices and Solar Cells, Fuzhou University, Fuzhou 350108, Fujian , China
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    Figures & Tables(9)
    Flow chart of proposed stereo matching algorithm
    Disparity maps based on three fusion methods. (a) Proposed cost calculation method; (b) F2; (c) F3
    Average error rates of three regions
    Disparity maps based on three aggregation methods. (a) Proposed cost aggregation method; (b) A2; (c) A3
    Aggregation average error rates of three regions
    Multi-step optimization results. (a) Cones; (b) Teddy; (c) Tsukuba
    • Table 1. Avg_all comparison of all regions

      View table

      Table 1. Avg_all comparison of all regions

      ConesTeddyTsukubaAverage
      FSCensus7.9911.292.497.26
      NonLocalFilter8.4511.601.857.30
      AdaptAggrDP13.2014.303.5010.33
      SPFilter13.7711.445.4010.20
      LCVB-DEM13.6016.305.2311.71
      TextureCT10.3311.722.728.26
      Proposed method7.9310.892.707.17
    • Table 2. Avg_nocc comparison of non-occluded regions

      View table

      Table 2. Avg_nocc comparison of non-occluded regions

      ConesTeddyTsukubaAverage
      FSCensus2.666.012.133.60
      NonLocalFilter2.876.011.473.45
      AdaptAggrDP5.536.791.574.63
      SPFilter6.156.274.575.66
      LCVB-DEM6.569.994.497.01
      TextureCT5.876.354.545.59
      Proposed method2.364.861.432.88
    • Table 3. Avg_disc comparison of parallax discontinuous regions

      View table

      Table 3. Avg_disc comparison of parallax discontinuous regions

      ConesTeddyTsukubaAverage
      FSCensus7.7815.989.2210.99
      NonLocalFilter8.1014.307.8810.09
      AdaptAggrDP14.8016.208.2713.09
      SPFilter17.3018.8116.6017.57
      LCVB-DEM18.2026.1021.3021.87
      TextureCT8.3217.1610.1111.86
      Proposed method7.0012.767.419.05
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    Jianbin Qiu, Qianying Zheng, Jinling Yu. Stereo Matching Based on Fusion Cost and Adaptive Penalty Coefficient[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1615008

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    Paper Information

    Category: Machine Vision

    Received: Jul. 21, 2021

    Accepted: Aug. 19, 2021

    Published Online: Jul. 22, 2022

    The Author Email: Qianying Zheng (zhengqy@vip.sina.com)

    DOI:10.3788/LOP202259.1615008

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