Laser & Optoelectronics Progress, Volume. 58, Issue 14, 1415002(2021)

Remote Sensing Images Mosaicking Method Based on Spatiotemporal Fusion

Chaoqi He, Qize Li, Hualin Liu, and Jingbo Wei*
Author Affiliations
  • School of Information Engineering, Nanchang University, Nanchang, Jiangxi 330031, China
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    Figures & Tables(7)
    Process of spatiotemporal fusion method
    Cascaded convolutional neural network for spatiotemporal fusion
    Integral mosaic results of different algorithms. (a) ENVI algorithm; (b) ENBLEND algorithm; (c) ENFUSE algorithm; (d) QP algorithm; (e) MOST method
    Local area of Fig. 3. (a) ENVI algorithm; (b) ENBLEND algorithm; (c) ENFUSE algorithm; (d) QP algorithm; (e) MOST method; (f) LandSat
    Mosaic results at different reference moments. (a) LandSat (December); (b) MOST (October); (c) LandSat (October); (d) MOST (November); (e) LandSat (November)
    Mosaic results of different algorithms in transition region. (a) ENVI algorithm; (b) ENBLEND algorithm; (c) ENFUSE algorithm; (d) QP algorithm; (e) MOST method
    • Table 1. Digital evaluation of mosaicking results

      View table

      Table 1. Digital evaluation of mosaicking results

      BlockAlgorithmRMSECCSSIMMISAMERGASRASEQ4
      Block 1ENVI680.9860.9734.6220.1410.1580.1500.983
      ENBLEND31.0001.0004.8470.0030.0070.0071.000
      ENFUSE1130.8910.7041.0990.0640.2440.2380.868
      QP--0.9870.8964.8830.0500.3110.3100.893
      MOST21.0001.0005.2170.0010.0040.0031.000
      Block 2ENVI2190.6730.8611.5010.0730.5160.4900.601
      ENBLEND2100.6940.8751.6460.0630.4970.4730.626
      ENFUSE1260.8170.7010.8300.0620.3000.2900.781
      QP--0.9030.8731.6980.0760.3390.3340.868
      MOST1660.7780.8431.3010.0590.3910.3800.738
      Block 3ENVI1320.9020.8791.8580.0760.3070.2940.865
      ENBLEND830.9390.9432.0930.0470.1990.1940.930
      ENFUSE1030.8910.8691.0810.0580.2560.2470.858
      QP--0.9340.7822.0550.1400.4870.4810.775
      MOST910.9230.9091.4960.0540.2290.2270.913
      BlockAlgorithmRMSECCSSIMMISAMERGASRASEQ4
      TotalENVI1530.8540.9001.8570.0960.3570.3400.818
      ENBLEND1300.8680.9412.2660.0380.3020.2890.845
      ENFUSE1140.8700.7881.0000.0610.2670.2590.842
      QP--0.9360.8522.2420.0900.3910.3880.838
      MOST1090.8980.9201.9550.0390.2570.2500.885
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    Chaoqi He, Qize Li, Hualin Liu, Jingbo Wei. Remote Sensing Images Mosaicking Method Based on Spatiotemporal Fusion[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1415002

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    Paper Information

    Category: Machine Vision

    Received: Sep. 16, 2020

    Accepted: Nov. 14, 2020

    Published Online: Jul. 8, 2021

    The Author Email: Jingbo Wei (qzlicn@163.com)

    DOI:10.3788/LOP202158.1415002

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