• Laser & Optoelectronics Progress
  • Vol. 57, Issue 24, 241103 (2020)
Lijie Zhao, Yue Zuo, and Mingzhong Huang*
Author Affiliations
  • College of Information Engineering, Shenyang University of Chemical Technology, Shenyang, Liaoning 110142, China
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    DOI: 10.3788/LOP57.241103 Cite this Article Set citation alerts
    Lijie Zhao, Yue Zuo, Mingzhong Huang. Activated Sludge Microscopic Image Fusion Based on Discrete Cosine Transform[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241103 Copy Citation Text show less
    Framework based on DCT image fusion algorithm
    Fig. 1. Framework based on DCT image fusion algorithm
    Fusion images of 2nd group of experiment. (a) Original image 1; (b) original image 2; (c) DWT; (d) DTCWT; (e) CVT; (f) NSCT; (g) DCT+Variance+CV; (h) proposed algorithm
    Fig. 2. Fusion images of 2nd group of experiment. (a) Original image 1; (b) original image 2; (c) DWT; (d) DTCWT; (e) CVT; (f) NSCT; (g) DCT+Variance+CV; (h) proposed algorithm
    Fusion images of 3rd group of experiments. (a) Original image 1; (b) original image 2; (c) DWT; (d) DTCWT; (e) CVT; (f) NSCT; (g) DCT+Variance+CV; (h) proposed algorithm
    Fig. 3. Fusion images of 3rd group of experiments. (a) Original image 1; (b) original image 2; (c) DWT; (d) DTCWT; (e) CVT; (f) NSCT; (g) DCT+Variance+CV; (h) proposed algorithm
    Fusion images of 4th group of experiment. (a) Original image 1; (b) original image 2; (c) DWT; (d) DTCWT; (e) CVT; (f) NSCT; (g) DCT+Variance+CV; (h) proposed algorithm
    Fig. 4. Fusion images of 4th group of experiment. (a) Original image 1; (b) original image 2; (c) DWT; (d) DTCWT; (e) CVT; (f) NSCT; (g) DCT+Variance+CV; (h) proposed algorithm
    MethodMIFMIQMGSFRunning time/s
    4×44.45870.59010.71627.225221.83849.4830
    5×54.42000.58690.69347.010821.03004.9600
    6×64.44140.58890.70647.165921.78304.5810
    7×74.43640.58810.68596.905320.93823.0770
    8×84.50770.59400.70187.010421.67013.0000
    12×124.57660.59510.68916.896221.51371.4340
    Table 1. Fusion effect of proposed algorithm under different block methods
    AlgorithmMIFMIQMGSFRunning time/s
    DWT1.74890.44400.61703.32978.94639.4520
    DTCWT1.83560.46360.63523.04858.35179.6750
    CVT1.74950.44520.60963.04248.310111.8140
    NSCT1.89340.48630.64683.13168.385323.0330
    DCT+Variance+CV3.95900.59010.71143.14388.53463.0470
    Proposed algorithm4.50770.59400.70187.010421.67013.0000
    Table 2. Fusion effect of 2nd group of experiment
    AlgorithmMIFMIQMGSFRunning time/s
    DWT1.35610.43240.54273.21797.419516.4360
    DTCWT1.42710.47300.56452.87196.564018.1820
    CVT1.38890.45760.53542.88956.531432.3250
    NSCT1.46860.49100.58312.99256.6675116.3610
    DCT+Variance+CV3.68970.59520.66832.99196.827310.5250
    Proposed algorithm3.71590.59020.60686.108615.185810.4190
    Table 3. Fusion effect of 3rd group of experiment
    AlgorithmMIFMIQMGSFRunning time/s
    DWT1.26480.44760.56173.72888.792512.4590
    DTCWT1.32980.48050.58283.34327.729714.9850
    CVT1.29650.46430.55293.34857.658231.7530
    NSCT1.36470.49530.59763.46577.833399.2840
    DCT+Variance+CV3.76600.59900.68113.48188.100610.4820
    Proposed algorithm3.82210.59120.63087.047517.841710.4140
    Table 4. Fusion effect of 4th group of experiment
    Lijie Zhao, Yue Zuo, Mingzhong Huang. Activated Sludge Microscopic Image Fusion Based on Discrete Cosine Transform[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241103
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