• Laser & Optoelectronics Progress
  • Vol. 59, Issue 4, 0410013 (2022)
Bingchao Yang1, Peng Wang2、*, Xiaoyan Li2, Liangliang Li2, and Xiaofang Cao3
Author Affiliations
  • 1School of Ordnance Science and Technology, Xi'an Technological University, Xi'an , Shaanxi 710021, China
  • 2Electronic Information Engineering, Xi'an Technological University, Xi'an , Shaanxi 710021, China
  • 3School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou , Gansu 730070, China
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    DOI: 10.3788/LOP202259.0410013 Cite this Article Set citation alerts
    Bingchao Yang, Peng Wang, Xiaoyan Li, Liangliang Li, Xiaofang Cao. Infrared and Visible Light Image Registration Based on Modal Conversion and Robust Features[J]. Laser & Optoelectronics Progress, 2022, 59(4): 0410013 Copy Citation Text show less
    Flow chart of proposed algorithm
    Fig. 1. Flow chart of proposed algorithm
    Network structure of generator G
    Fig. 2. Network structure of generator G
    Network structure of discriminator D
    Fig. 3. Network structure of discriminator D
    Pseudo-infrared images generated using GAN. (a) Visible images to be registered; (b) corresponding pseudo-infrared images
    Fig. 4. Pseudo-infrared images generated using GAN. (a) Visible images to be registered; (b) corresponding pseudo-infrared images
    Examples of registration results of images to be registered in four groups of different scenarios
    Fig. 5. Examples of registration results of images to be registered in four groups of different scenarios
    Examples of registration results of different algorithms
    Fig. 6. Examples of registration results of different algorithms
    Experimental results of actual data set. (a) MAE; (b) RMSE; (c) NMI; (d) PSNR
    Fig. 7. Experimental results of actual data set. (a) MAE; (b) RMSE; (c) NMI; (d) PSNR
    ImageAlgorithmMAEPSNRNMIRMSE
    1SURF78.701557.07130.20478.8972
    LLT71.278257.64090.25447.3157
    Harris-PIIFD77.725557.56380.28774.7692
    Proposed algorithm69.987757.61320.37271.6423
    2SURF78.645857.85960.18418.7756
    LLT70.859657.66980.19097.2487
    Harris-PIIFD77.704457.54360.25334.6985
    Proposed algorithm69.511858.11460.30511.6056
    3SURF78.782557.65320.30588.9014
    LLT71.567757.40960.31217.3189
    Harris-PIIFD78.653557.87250.35414.8874
    Proposed algorithm70.051658.33550.55861.6654
    4SURF76.504858.15440.20598.6988
    LLT77.650356.62530.18577.4547
    Harris-PIIFD70.209956.90910.26071.7789
    Proposed algorithm71.019358.85630.27781.6503
    Table 1. Registration results of different algorithms
    Bingchao Yang, Peng Wang, Xiaoyan Li, Liangliang Li, Xiaofang Cao. Infrared and Visible Light Image Registration Based on Modal Conversion and Robust Features[J]. Laser & Optoelectronics Progress, 2022, 59(4): 0410013
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