Journal of Applied Optics, Volume. 45, Issue 1, 107(2024)

Saliency-based dual discriminator GAN image fusion algorithm

Yibo XIE, Weiguo LIU*, Shun ZHOU, and Menghan LI
Author Affiliations
  • School of Photoelectric Engineering, Xi'an Technological University, Xi'an 710021, China
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    Figures & Tables(9)
    Structural framework diagram based on generative adversarial networks
    Structural framework diagram of proposed algorithm model
    Flow chart of visual saliency extraction
    Extraction results of visible-light salient area
    Network structure diagram of generator G
    Network structure diagram of discriminator D
    Infrared and visible light fusion in different scenes by different algorithms
    Folded-line stacking diagram of evaluation indexes of different methods
    • Table 1. Objective evaluation results for different methods of comparison experiments

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      Table 1. Objective evaluation results for different methods of comparison experiments

      IndicesImageIHSPCALPDWTTIFFusionGANGAN-McCDDc-GANSS-GANOurs
      ENImg 17.13857.13966.07985.90146.43406.63176.67326.90246.76546.6439
      Img 27.35267.30477.43387.46587.35446.89387.32687.47597.19547.7750
      Img 37.18997.21886.80836.88066.82136.87666.81316.97456.89537.3277
      Img 47.05356.96706.85706.88596.78136.58586.89687.17506.86627.3797
      MGImg 13.04753.01682.24501.82582.50761.89151.72132.60362.94832.5333
      Img 24.42264.28083.96964.32624.73682.57053.55014.24024.66584.7938
      Img 32.97602.82482.53652.32503.74782.34012.08303.22443.61673.3216
      Img 44.62704.28983.66273.96044.28112.60692.91444.46774.48145.2256
      SFImg 17.11197.05325.24304.64246.38094.39244.07845.89366.69525.9644
      Img 211.213911.04848.94929.682111.56085.73277.84529.481110.211511.7453
      Img 37.92017.67805.84326.01498.86245.17184.51047.24177.83757.7968
      Img 49.82399.15117.55218.43339.75305.28955.91829.01399.021110.8283
      EIImg 132.863432.516723.920719.527526.302620.617118.855828.032431.983326.9535
      Img 247.278245.684742.745746.748450.363027.988338.531745.333850.689651.6590
      Img 331.777330.092726.815624.912139.744925.231222.527334.004738.729934.9828
      Img 449.700345.888239.200342.521744.736028.363231.611147.844848.606856.1800
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    Yibo XIE, Weiguo LIU, Shun ZHOU, Menghan LI. Saliency-based dual discriminator GAN image fusion algorithm[J]. Journal of Applied Optics, 2024, 45(1): 107

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    Paper Information

    Category: Research Articles

    Received: Apr. 3, 2023

    Accepted: --

    Published Online: May. 28, 2024

    The Author Email: Weiguo LIU (刘卫国(1964—))

    DOI:10.5768/JAO202445.0102005

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