Acta Photonica Sinica, Volume. 50, Issue 11, 1110004(2021)

Infrared Image Generation Algorithm Based on Conditional Generation Adversarial Networks

Bing LI*... Yong XIAN and Daqiao ZHANG |Show fewer author(s)
Author Affiliations
  • College of War Support,Rocket Force University of Engineering,Xi'an 710025,China
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    Figures & Tables(12)
    The basic framework of the original GANs
    The basic framework of CGAN
    Structure of D-LinkNet
    The unrolled structure of the center dilation part of D-LinkNet
    Examples of infrared-generated images of buildings produced on the basis of our method
    Examples of infrared-generated images of chimneys produced on the basis of our method
    Examples of infrared-generated images of cooling towers produced on the basis of our method
    The RMSE results between the real infrared images and the infrared images generated by our method and the Pix2pix
    The RMSE results between the real infrared images and the infrared images generated by our method and the Resnet9 and Resnet34
    The FSIM results between the real infrared images and the infrared images generated by our method and the other three methods
    • Table 1. The network structure of the four GANs algorithms

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      Table 1. The network structure of the four GANs algorithms

      MethodNetworks
      GeneratorDiscriminator
      U-net256ResNet9ResNet34D-LinkNetPatchGAN
      Pix2pix
      Resnet9
      Resnet34
      Our method
    • Table 2. The average and the superior/inferior sample numbers of the evaluation indexes

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      Table 2. The average and the superior/inferior sample numbers of the evaluation indexes

      MethodThe average of the evaluation indexesThe superior/inferior sample numbers of the evaluation indexes
      mRMSEmFSIMRMSE SamplesFSIM Samples
      Our'Our'>Other'Our'>Other'Our'
      Pix2pix35.010.7212079722084
      Resnet934.420.72218012422084
      Resnet3437.040.7002287624361
      Our method33.820.737\\\\
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    Bing LI, Yong XIAN, Daqiao ZHANG. Infrared Image Generation Algorithm Based on Conditional Generation Adversarial Networks[J]. Acta Photonica Sinica, 2021, 50(11): 1110004

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    Paper Information

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    Received: Mar. 9, 2021

    Accepted: Jul. 13, 2021

    Published Online: Dec. 2, 2021

    The Author Email: LI Bing (libingbenyi@163.com)

    DOI:10.3788/gzxb20215011.1110004

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