• Laser & Optoelectronics Progress
  • Vol. 57, Issue 20, 201007 (2020)
Yu Shen, Xiaopeng Chen*, Yubin Yuan, Lin Wang, and Hongguo Zhang
Author Affiliations
  • School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • show less
    DOI: 10.3788/LOP57.201007 Cite this Article Set citation alerts
    Yu Shen, Xiaopeng Chen, Yubin Yuan, Lin Wang, Hongguo Zhang. Infrared and Visible Image Fusion Based on Significant Matrix and Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201007 Copy Citation Text show less
    Decomposition process via NSST [14]
    Fig. 1. Decomposition process via NSST [14]
    Flow chart of proposed algorithm
    Fig. 2. Flow chart of proposed algorithm
    Saliency detection results. (a) Infrared image; (b) AC algorithm; (c) HC algorithm; (d) improved algorithm
    Fig. 3. Saliency detection results. (a) Infrared image; (b) AC algorithm; (c) HC algorithm; (d) improved algorithm
    Number of ignition. (a) Infrared image; (b) visible image; (c) difference statistics
    Fig. 4. Number of ignition. (a) Infrared image; (b) visible image; (c) difference statistics
    First group of images. (a) Infrared image; (b) visible image; (c) LP; (d) Contourlet; (e) NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Fig. 5. First group of images. (a) Infrared image; (b) visible image; (c) LP; (d) Contourlet; (e) NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Second group of images. (a) Infrared image; (b) visible image; (c) LP; (d) Contourlet; (e) NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Fig. 6. Second group of images. (a) Infrared image; (b) visible image; (c) LP; (d) Contourlet; (e) NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Third group of images. (a) Infrared image; (b) visible image; (c) LP; (d) Contourlet; (e) NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Fig. 7. Third group of images. (a) Infrared image; (b) visible image; (c) LP; (d) Contourlet; (e) NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Fourth group of images. (a) Infrared image; (b) visible Image; (c) LP; (d) Contourlet; (e)NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    Fig. 8. Fourth group of images. (a) Infrared image; (b) visible Image; (c) LP; (d) Contourlet; (e)NSCT; (f) Curvelet; (g) DTCWT; (h) CBF; (i) CSR; (j) JSR; (k) JSRSD; (l) proposed method
    MethodIESFSDPSNRCC
    LP6.922617.674936.747538.10690.8708
    Contourlet5.952413.805821.736139.45050.8733
    NSCT6.878418.741637.863037.31550.9589
    Curvelet6.451318.040030.175247.41300.8757
    DTCWT6.971117.942837.686139.38140.9567
    CBF6.709718.213036.243515.63620.7378
    CSR6.996218.836739.067214.49270.7084
    JSR6.789817.605037.091215.77840.7230
    JSRSD6.804318.075936.477616.01700.7231
    Proposed method7.015218.522539.987844.89380.9673
    Table 1. Evaluation indicators for first group of images
    MethodIESFSDPSNRCC
    LP7.046616.840342.318828.06570.8871
    Contourlet6.582413.221625.016226.60010.8964
    NSCT7.028317.826441.240425.33400.9287
    Curvelet7.374417.949044.548324.28270.8820
    DTCWT6.769117.066929.063726.44250.8959
    CBF7.118918.058037.169715.93140.8518
    CSR7.024220.065043.542715.59100.8355
    JSR6.225314.674937.083710.32730.9021
    JSRSD6.953617.209143.687213.63880.8918
    Proposed method7.144320.089544.461728.18450.9142
    Table 2. Evaluation indicators for second group of images
    MethodIESFSDPSNRCC
    LP6.679712.551229.626436.35550.9514
    Contourlet6.25948.784423.026432.88410.9628
    NSCT7.053612.391135.695735.24400.9163
    Curvelet7.033112.319435.701636.19330.9299
    DTCWT6.972512.145235.045735.13650.9465
    CBF6.450412.177426.015618.76000.9524
    CSR7.001215.699233.556816.71240.9264
    JSR6.905813.310335.344612.58800.8820
    JSRSD6.861816.570332.759615.02450.9178
    Proposed method7.145416.435342.935843.13130.9660
    Table 3. Evaluation indicators for third group of images
    MethodIESFSDPSNRCC
    LP6.473915.726423.839234.04940.8321
    Contourlet6.189514.344019.707040.15150.8523
    NSCT7.116620.670839.089139.65420.8642
    Curvelet6.788316.174934.225339.41740.8887
    DTCWT6.611918.502339.775840.37790.8481
    CBF6.633515.737630.056219.76350.8447
    CSR7.058417.572139.605421.45550.8176
    JSR6.921917.815334.961414.35360.8689
    JSRSD6.838621.222232.319615.22930.8730
    Proposed method7.124328.158939.936940.75220.8795
    Table 4. Evaluation indicators for fourth group of images
    Yu Shen, Xiaopeng Chen, Yubin Yuan, Lin Wang, Hongguo Zhang. Infrared and Visible Image Fusion Based on Significant Matrix and Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201007
    Download Citation