Laser & Optoelectronics Progress, Volume. 57, Issue 18, 181027(2020)

Defocusing Response Function Optimization in Depth Estimation of Boundary Complex Light Field Image

Yingchun Wu, Xing Cheng*, Yingxian Xie, and Anhong Wang
Author Affiliations
  • School of Electronic and Information Engineering, Taiyuan University of Science and Technology, Taiyuan, Shanxi 030024, China
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    Figures & Tables(9)
    Flowchart of depth estimation algorithm based on defocus and correspondence
    Comparison of second-order derivative operators. (a) Traditional Laplace operator; (b) proposed second-order derivative operator for energy enhancement
    Comparison of depth evaluation results obtained based on "shoe" image. (a) Light field raw image; (b) depth map calculated by DCDC algorithm; (c) depth map calculated by proposed method
    Comparison of defocus response curves. (a) Defocus response curves obtained based on Laplace operator; (b) defocus response curves obtained based on proposed energy enhanced second-order derivative operator
    Comparison of depth evaluation results for "stapler" image. (a) Light field raw image without redundancy; (b) depth map calculated by DCDC algorithm; (c) depth map calculated by proposed method
    Two sample images in benchmark dataset. (a) "boxes" scene; (b) "dino" scene
    Comparison of depth evaluation results for "boxes" scene. (a) Ground truth; (b) depth map calculated by DCDC algorithm; (c) depth map calculated by proposed method
    Comparison of depth evaluation results for "dino" scene. (a) Ground truth; (b) depth map calculated by DCDC algorithm; (c) depth map calculated by proposed method
    • Table 1. Quantitative evaluation of accuracy of depth maps

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      Table 1. Quantitative evaluation of accuracy of depth maps

      ScenePSNRRMSEBP
      DCDCOursDCDCOursDCDCOurs
      "boxes"13.443413.84570.21190.20230.13150.1285
      "dino"15.052615.37350.17560.16970.14010.1398
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    Yingchun Wu, Xing Cheng, Yingxian Xie, Anhong Wang. Defocusing Response Function Optimization in Depth Estimation of Boundary Complex Light Field Image[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181027

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    Paper Information

    Category: Image Processing

    Received: Feb. 24, 2020

    Accepted: Mar. 30, 2020

    Published Online: Sep. 2, 2020

    The Author Email: Cheng Xing (1205406867@qq.com)

    DOI:10.3788/LOP57.181027

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