Laser & Optoelectronics Progress, Volume. 57, Issue 10, 101003(2020)

Seismic Signal Denoising Based on Region Segmentation Gradient Histogram Preservation

Liyuan Weng, Yatong Zhou*, Jingfei He, and Xiaolu Li
Author Affiliations
  • College of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China
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    Figures & Tables(7)
    Flow chart of denoising based on SGHP algorithm
    Using K-means clustering to segment seismic signals with noise in different regions. (a) Region I; (b) region II
    Gradient histogram estimation of two regions with noisy signal. (a) Region I; (b) region II
    SGHP denoising results
    Denoising effects of the algorithms of NLM、 BM3D、 CSR, and SGHP on synthetic signal with 20% noise. (a) Original signal; (b) signal with 20% noise; (c) NLM denoising effect; (d) BM3D denoising effect; (e) CSR denoising effect; (f) SGHP denoising effect
    Denoising effect of NLM, BM3D, CSR, and SGHP algorithms on post-stack land signal with 20% noise. (a) Original seismic signal; (b) Gaussian noise with 20% noise; (c) NLM denoising effect; (d) BM3D denoising effect; (e) CSR denoising effect; (f) SGHP denoising effect
    • Table 1. Add different levels of noise to the post-stack land signal, and compare the PSNR and SSIM values of each algorithm after denoising

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      Table 1. Add different levels of noise to the post-stack land signal, and compare the PSNR and SSIM values of each algorithm after denoising

      σ /%Input PSNR /dBAlgorithmDenoised PSNR /dBDenoised SSIM
      534.0777NLM23.57060.8657
      BM3D34.75330.9918
      CSR34.90520.9913
      SGHP34.60750.9909
      1028.0571NLM23.44060.8599
      BM3D29.90120.9664
      CSR29.72590.9694
      SGHP30.37600.9745
      1524.5353NLM23.23540.8537
      BM3D27.48420.9358
      CSR27.33760.9460
      SGHP28.07800.9564
      2022.0365NLM22.96520.8473
      BM3D25.96540.9071
      CSR25.88330.9238
      SGHP26.48390.9362
      2520.0983NLM22.64200.8397
      BM3D24.87010.8843
      CSR24.80610.9016
      SGHP25.36890.9170
      3028.5147NLM22.27780.8397
      BM3D23.97660.8650
      CSR23.95200.8795
      SGHP24.45530.8973
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    Liyuan Weng, Yatong Zhou, Jingfei He, Xiaolu Li. Seismic Signal Denoising Based on Region Segmentation Gradient Histogram Preservation[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101003

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    Paper Information

    Category: Image Processing

    Received: Aug. 13, 2019

    Accepted: Oct. 11, 2019

    Published Online: May. 8, 2020

    The Author Email: Zhou Yatong (zyt@hebut.edu.cn)

    DOI:10.3788/LOP57.101003

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