Laser & Optoelectronics Progress, Volume. 61, Issue 10, 1037010(2024)

Algorithm for Multifocus Image Fusion Based on Low-Rank and Sparse Matrix Decomposition and Discrete Cosine Transform

Yanqiong Shi1、*, Changwen Wang1, Rongsheng Lu2, Zhao Zha1, and Guang Zhu1
Author Affiliations
  • 1School of Mechanical and Electrical Engineering, Anhui Jianzhu University, Hefei 230601, Anhui , China
  • 2School of Instrument Science and Opto-Electronics Engineering, Hefei University of Technology, Hefei 230009, Anhui , China
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    Figures & Tables(5)
    Flowchart of the fusion method
    Repeated consistency verification method for decision graph derivation
    Images of the dataset
    Fusion results of different methods
    • Table 1. Results of objective evaluation of image fusion

      View table

      Table 1. Results of objective evaluation of image fusion

      ImageParameterCNNCSRDCT_VarLatLRRLRDProposed method
      colaQabf0.64430.63740.63950.54950.49310.6352
      PSNR77.878778.003177.860574.895178.575279.664
      CC0.99090.99110.99080.98830.99200.9938
      SSIM0.94290.94170.94130.91780.93580.9461
      bottleQabf0.58630.63730.58120.42850.42850.6955
      PSNR69.931069.900469.843769.519969.519971.9451
      CC0.94170.94140.94000.95520.95520.9607
      SSIM0.73100.73060.72720.73390.72270.7539
      treegirlQabf0.60050.63220.59260.53420.59070.6924
      PSNR72.689872.642372.559570.407472.443472.7408
      CC0.95650.95610.95550.95640.95090.9590
      SSIM0.81190.81140.81020.82030.80830.8150
      cupQabf0.64020.63160.62620.50280.51470.5894
      PSNR69.895969.954869.800966.709369.599970.9196
      CC0.95480.95520.95350.95510.95050.9638
      SSIM0.72360.72430.71640.74350.72300.7612
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    Yanqiong Shi, Changwen Wang, Rongsheng Lu, Zhao Zha, Guang Zhu. Algorithm for Multifocus Image Fusion Based on Low-Rank and Sparse Matrix Decomposition and Discrete Cosine Transform[J]. Laser & Optoelectronics Progress, 2024, 61(10): 1037010

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    Paper Information

    Category: Digital Image Processing

    Received: Aug. 4, 2023

    Accepted: Oct. 13, 2023

    Published Online: Apr. 29, 2024

    The Author Email: Yanqiong Shi (yqshi@ahjzu.edu.cn)

    DOI:10.3788/LOP231855

    CSTR:32186.14.LOP231855

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