Laser & Optoelectronics Progress, Volume. 57, Issue 8, 081013(2020)

An Infrared and Visible Image Fusion Algorithm Based on ResNet152

Heng Li1、*, Liming Zhang2,3、**, Meirong Jiang2, and Yulong Li1
Author Affiliations
  • 1School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • 2Faculty of Geomatics, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • 3Gansu Provincial Engineering Laboratory for National Geographic State Monitoring, Lanzhou, Gansu 730070, China
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    Figures & Tables(6)
    Structure of residual block
    Framework of proposed method
    Flowchart of high frequency part fusion
    Convolution operation
    Comparison of different fusion methods
    • Table 1. Image fusion objective evaluation

      View table

      Table 1. Image fusion objective evaluation

      ImageMetricsCBFWLSJSRJSRSDConvSRProposed
      aEFMIpixelEFMIdctEFMIwNabfESSIM0.87010.24500.29840.23171.24760.88470.27450.33510.16211.44420.85280.15380.21130.23321.21460.83390.13150.18120.32851.07920.83360.14220.32050.12241.19680.88560.33780.38280.02501.5324
      bEFMIpixelEFMIdctEFMIwNabfESSIM0.89680.22290.29200.25541.29940.93050.28900.34950.20911.46180.91890.16860.23260.24301.25620.89320.14430.20360.34191.13300.91600.13880.38130.05721.36080.93450.35630.39060.03741.5454
      cEFMIpixelEFMIdctEFMIwNabfESSIM0.86450.22990.26330.36071.07400.89180.29810.34640.21561.38340.87920.16990.22050.17691.25600.86320.14540.19560.24171.18740.84770.13420.34240.08681.20840.89270.34770.38360.03871.4620
      dEFMIpixelEFMIdctEFMIwNabfESSIM0.83860.18350.24070.52780.91500.89770.32360.37730.28211.35380.88850.15910.22660.21091.25060.86530.13250.20780.28011.16160.83800.10650.29920.11451.15000.91280.36490.40070.03761.4478
      eEFMIpixelEFMIdctEFMIwNabfESSIM0.85690.37810.46500.15231.04720.84710.39080.44280.28201.09160.84810.23600.28400.18730.97640.84340.20990.25650.21980.93740.86290.30610.51440.03481.12920.86340.44290.44760.04831.1808
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    Heng Li, Liming Zhang, Meirong Jiang, Yulong Li. An Infrared and Visible Image Fusion Algorithm Based on ResNet152[J]. Laser & Optoelectronics Progress, 2020, 57(8): 081013

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    Paper Information

    Category: Image Processing

    Received: Jul. 1, 2019

    Accepted: Sep. 16, 2019

    Published Online: Apr. 3, 2020

    The Author Email: Heng Li (453984016@qq.com), Liming Zhang (zhanglm8@gmail.com)

    DOI:10.3788/LOP57.081013

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