• Laser & Optoelectronics Progress
  • Vol. 58, Issue 16, 1610009 (2021)
Chao Huang, Hao Guo*, Yan Gao, and Jubai An
Author Affiliations
  • College of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning 116026, China
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    DOI: 10.3788/LOP202158.1610009 Cite this Article Set citation alerts
    Chao Huang, Hao Guo, Yan Gao, Jubai An. Nonlinear Grayscale Difference Image Registration Based on Stacked Autoencoder Network[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1610009 Copy Citation Text show less
    Structure of the neighborhood sampling
    Fig. 1. Structure of the neighborhood sampling
    Flow of the feature matching algorithm
    Fig. 2. Flow of the feature matching algorithm
    Structure of the SAE network
    Fig. 3. Structure of the SAE network
    Image leuven of the light difference
    Fig. 4. Image leuven of the light difference
    Sea ice image. (a) Bohai Sea image (ALOS); (b) Bohai Sea image (ASAR); (c) image with a resolution of 8 m; (d) image with a resolution of 100 m
    Fig. 5. Sea ice image. (a) Bohai Sea image (ALOS); (b) Bohai Sea image (ASAR); (c) image with a resolution of 8 m; (d) image with a resolution of 100 m
    Average matching accuracy rates of different algorithms
    Fig. 6. Average matching accuracy rates of different algorithms
    Matching results of our algorithm. (a) 1-2; (b) 1-3; (c) 1-4; (d) 1-5; (e) 1-6
    Fig. 7. Matching results of our algorithm. (a) 1-2; (b) 1-3; (c) 1-4; (d) 1-5; (e) 1-6
    Mismatch elimination results of different algorithms. (a) RANSAC; (b) PSOSAC; (c) LMR; (d) our algorithm
    Fig. 8. Mismatch elimination results of different algorithms. (a) RANSAC; (b) PSOSAC; (c) LMR; (d) our algorithm
    Image pairSIFTLIOPAKAZEBRISKOurs
    NCorPrate/%NCorPrate/%NCorPrate/%NCorPrate/%NCorPrate/%
    Bohai_img1561444476818473934
    Nanji_img1219932445122654159
    Enhance_img81479223381491
    Table 1. Matching results of sea ice images
    AlgorithmRANSACPSOSACLMROurs
    Bohai_img1073734
    Nanji_img17265759
    Table 2. Matching accuracies of different mismatch elimination algorithms unit: %
    Chao Huang, Hao Guo, Yan Gao, Jubai An. Nonlinear Grayscale Difference Image Registration Based on Stacked Autoencoder Network[J]. Laser & Optoelectronics Progress, 2021, 58(16): 1610009
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