Laser & Optoelectronics Progress, Volume. 57, Issue 20, 201023(2020)

Infrared and Visible Light Image Fusion Based on FCM and ADSCM

Jiamin Gong... Aiping Liu*, Chen Zhang, Lihong Zhang and Qianwen Hao |Show fewer author(s)
Author Affiliations
  • School of Communication and Information Engineering, Xi'an University of Posts and Telecommunications, Xi'an, Shaanxi 710121, China
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    Figures & Tables(8)
    Block diagram of proposed method
    Decomposition framework of NSST
    Dual-channel spiking cortical model
    Fusion results of the first set of images. (a) Visible light image; (b) infrared image; (c) NSCT-PCNN fusion image; (d) NSST-SCM fusion image; (e) ADUPCNN fusion image; (f) fusion image of proposed method
    Fusion results of the second set of images. (a) Visible light image; (b) infrared image; (c) NSCT-PCNN fusion image; (d) NSST-SCM fusion image; (e) ADUPCNN fusion image; (f) fusion image of proposed method
    Enlargement of the second set of images. (a) NSST-PCNN; (b) NSST-SCM; (c) ADUPCNN; (d) proposed method
    Fusion results of the third set of images. (a) Visible light image; (b) infrared image; (c) NSCT-PCNN fusion image; (d) NSST-SCM fusion image; (e) ADUPCNN fusion image; (f) fusion image of proposed method
    • Table 1. Objective evaluation results

      View table

      Table 1. Objective evaluation results

      ImageAlgorithmSTDAGIEMIQAB/FSSIMTime /s
      NSCT-PCNN31.61425.28456.83891.77540.44780.5239263.925
      First set of imagesNSST-SCM39.99335.70507.16873.18770.45830.536163.936
      ADUPCNN33.53735.32796.93541.70600.44070.5111238.695
      Proposed method39.80785.70817.18512.75320.47290.510282.613
      NSCT-PCNN42.628610.13117.27362.00060.53600.4746184.089
      Second set of imagesNSST-SCM43.652910.41807.34252.70220.57040.500339.522
      ADUPCNN45.929110.46177.38482.18200.58080.4828165.743
      Proposed method43.996110.56627.35273.15820.62300.496462.758
      NSCT-PCNN33.91804.39816.68031.66600.56090.4225874.002
      Third set of imagesNSST-SCM35.17314.29486.78502.86730.53730.4282213.456
      ADUPCNN36.84524.52256.83462.33020.59900.4326830.067
      Proposed method36.42994.52816.76983.88170.66320.4728421.944
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    Jiamin Gong, Aiping Liu, Chen Zhang, Lihong Zhang, Qianwen Hao. Infrared and Visible Light Image Fusion Based on FCM and ADSCM[J]. Laser & Optoelectronics Progress, 2020, 57(20): 201023

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    Paper Information

    Category: Image Processing

    Received: Jan. 13, 2020

    Accepted: Feb. 24, 2020

    Published Online: Oct. 14, 2020

    The Author Email: Liu Aiping (lap1024@163.com)

    DOI:10.3788/LOP57.201023

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