Journal of Applied Optics, Volume. 44, Issue 1, 61(2023)

Edge contour extraction of infrared face image based on improved Canny algorithm

Xin'gang WANG1, Junwei TIAN1、*, Yalin YU2, Qin WANG1, and Jie ZHANG3
Author Affiliations
  • 1School of Mechatronic Engineering, Xi'an Technological University, Xi'an 710021, China
  • 2School of Opto-electronic Engineering, Xi'an Technological University, Xi'an 710021, China
  • 3Inner Mongolia North Heavy Industries Group Co.,Ltd., Baotou 014030, China
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    Figures & Tables(11)
    Flow chart of edge contour extraction of infrared face image based on improved Canny algorithm
    Schematic of interpolation gradient direction in non-maximum suppression of original Canny algorithm
    Schematic of improved interpolation gradient direction in non-maximum suppression
    Comparison of image filtering processing effect
    Experimental results of edge contour extraction comparison from partial infrared face images
    Experimental results of edge contour extraction comparison from partial clipping infrared face images
    Comparison of quality coefficients of different edge detection algorithms for uncropped images
    Comparison of quality coefficients of different edge detection algorithms for clipping images
    • Table 1. Edge detection process by Canny algorithm

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      Table 1. Edge detection process by Canny algorithm

      步骤操作
      Step1高斯滤波器平滑图像滤除噪声
      Step2计算梯度强度和方向
      Step3非极大值抑制消除杂散响应
      Step4双阈值检测确定真实和潜在边缘
      Step5抑制孤立弱边缘完成边缘检测
    • Table 2. PSNR comparison of test image filtering results dB

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      Table 2. PSNR comparison of test image filtering results dB

      算法图像高斯滤波中值滤波双边滤波引导滤波改进的引导滤波
      红外图像118.223220.568421.317622.025924.2705
      剪裁图像120.568423.315825.631527.016031.0563
      红外图像219.031221.165723.028724.963827.8652
      剪裁图像221.235725.064226.916328.215733.1066
      Lena图像24.130632.382335.568636.625240.1549
    • Table 3. SSIM comparison of test image filtering results %

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      Table 3. SSIM comparison of test image filtering results %

      算法图像高斯滤波中值滤波双边滤波引导滤波改进的引导滤波
      红外图像156.8958.3760.5263.8669.01
      剪裁图像160.3661.9363.0465.2373.15
      红外图像258.6259.3861.0765.0471.52
      剪裁图像262.0764.5965.7668.3175.23
      Lena图像68.0268.9471.2375.3581.87
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    Xin'gang WANG, Junwei TIAN, Yalin YU, Qin WANG, Jie ZHANG. Edge contour extraction of infrared face image based on improved Canny algorithm[J]. Journal of Applied Optics, 2023, 44(1): 61

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    Paper Information

    Category: Research Articles

    Received: Apr. 15, 2022

    Accepted: --

    Published Online: Feb. 22, 2023

    The Author Email: Junwei TIAN (tjwxjtu@126.com)

    DOI:10.5768/JAO202344.0102001

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