• Laser & Optoelectronics Progress
  • Vol. 56, Issue 10, 101006 (2019)
Yan Wang, Yanchun Yang*, Jianwu Dang, and Yangping Wang
Author Affiliations
  • School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • show less
    DOI: 10.3788/LOP56.101006 Cite this Article Set citation alerts
    Yan Wang, Yanchun Yang, Jianwu Dang, Yangping Wang. Image Fusion Based on Fuzzy Logic Combined with Adaptive Pulse Coupled Neural Network in Nonsubsampled Contourlet Transform Domain[J]. Laser & Optoelectronics Progress, 2019, 56(10): 101006 Copy Citation Text show less
    Schematic of NSCT transform
    Fig. 1. Schematic of NSCT transform
    Image fusion based on fuzzy logic combined with adaptive PCNN in NSCT domain
    Fig. 2. Image fusion based on fuzzy logic combined with adaptive PCNN in NSCT domain
    Schematic of direction information calculation
    Fig. 3. Schematic of direction information calculation
    “UN Camp” infrared and visible images and fusion results. (a) Infrared image; (b) visible image; (c) PCNN method; (d) DWT method; (e) NSCT method; (f) NSCT_PCNN method; (g) GFFPCNN method; (h) proposed method
    Fig. 4. “UN Camp” infrared and visible images and fusion results. (a) Infrared image; (b) visible image; (c) PCNN method; (d) DWT method; (e) NSCT method; (f) NSCT_PCNN method; (g) GFFPCNN method; (h) proposed method
    “Leaves” infrared and visible images and fusion results. (a) Infrared image; (b) visible image; (c) PCNN method; (d) DWT method; (e) NSCT method; (f) NSCT_PCNN method; (g) GFFPCNN method; (h) proposed method
    Fig. 5. “Leaves” infrared and visible images and fusion results. (a) Infrared image; (b) visible image; (c) PCNN method; (d) DWT method; (e) NSCT method; (f) NSCT_PCNN method; (g) GFFPCNN method; (h) proposed method
    “Pepsi” multi-focus images and fusion results. (a) Left-focus source image; (b) right-focus source image; (c) PCNN method; (d) DWT method; (e) NSCT method; (f) NSCT_PCNN method; (g) GFFPCNN method; (h) proposed method
    Fig. 6. “Pepsi” multi-focus images and fusion results. (a) Left-focus source image; (b) right-focus source image; (c) PCNN method; (d) DWT method; (e) NSCT method; (f) NSCT_PCNN method; (g) GFFPCNN method; (h) proposed method
    MethodSFMIQBA/FAGEntropy
    PCNN11.80171.59810.31422.13816.2931
    DWT9.29142.02050.39292.03425.8034
    NSCT11.17311.70420.47021.93435.7203
    NSCT_PCNN9.95242.98150.50282.62225.9417
    GFFPCNN12.32013.20100.50322.40946.8042
    Proposed13.75643.48810.50342.57057.0206
    Table 1. Evaluation indexes of fusion results of “UN Camp” infrared and visible images
    MethodSFMIQBA/FAGEntropy
    PCNN15.77033.25610.61835.10746.1931
    DWT21.65913.70340.57045.02936.8023
    NSCT20.83053.04270.48464.97036.3059
    NSCT_PCNN24.18293.18960.59785.15936.6844
    GFFPCNN18.50293.26500.59035.80316.6401
    Proposed27.16354.07960.61485.83176.7231
    Table 2. Evaluation indexes of fusion results of “Leaves” experimental images
    MethodSFMIQBA/FAGEntropy
    PCNN32.30175.67760.55152.66876.0371
    DWT30.21405.35060.42011.95305.9302
    NSCT30.98076.90310.61032.74616.0428
    NSCT_PCNN34.69307.67360.60912.94967.0264
    GFFPCNN35.72017.20100.69322.90737.0297
    Proposed36.05147.84090.66712.95137.0499
    Table 3. Evaluation indexes of fusion results of “Pepsi” experimental images
    Yan Wang, Yanchun Yang, Jianwu Dang, Yangping Wang. Image Fusion Based on Fuzzy Logic Combined with Adaptive Pulse Coupled Neural Network in Nonsubsampled Contourlet Transform Domain[J]. Laser & Optoelectronics Progress, 2019, 56(10): 101006
    Download Citation