• Laser & Optoelectronics Progress
  • Vol. 57, Issue 4, 041007 (2020)
Yongfeng Dong, Changtao Zhang**, Peng Wang*, and Zhe Feng
Author Affiliations
  • School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300100, China
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    DOI: 10.3788/LOP57.041007 Cite this Article Set citation alerts
    Yongfeng Dong, Changtao Zhang, Peng Wang, Zhe Feng. Airplane Detection of Optical Remote Sensing Images Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041007 Copy Citation Text show less
    Structural diagram of Mask-RCNN
    Fig. 1. Structural diagram of Mask-RCNN
    Core module of ResNet
    Fig. 2. Core module of ResNet
    Principle of ROIAlign
    Fig. 3. Principle of ROIAlign
    Network structures of feature extraction for ResNet50. (a) Original structure; (b) improved structure
    Fig. 4. Network structures of feature extraction for ResNet50. (a) Original structure; (b) improved structure
    First set of contrast pictures. (a) Original picture; (b) picture detected by Mask-RCNN; (c) picture detected by SMask-RCNN
    Fig. 6. First set of contrast pictures. (a) Original picture; (b) picture detected by Mask-RCNN; (c) picture detected by SMask-RCNN
    Second set of contrast pictures. (a) Original picture; (b) picture detected by Mask-RCNN; (c) picture detected by SMask-RCNN
    Fig. 7. Second set of contrast pictures. (a) Original picture; (b) picture detected by Mask-RCNN; (c) picture detected by SMask-RCNN
    Aircraft typeAircraftlength /mAeroplanespan /mWingspan range ofaircraft length /m
    F-1615.099.45
    MV-2217.5014.0010--20
    F-2218.9013.56
    F-1519.4513.05
    C-130H21.0030.0020--40
    P-3C35.5730.36
    B73742.1035.80
    A32044.5134.10
    B-1B44.5024.0040--60
    B-52H49.0556.40
    C-1753.2950.29
    A12469.1073.30
    A38072.7279.7560--80
    A34075.3063.45
    B747-876.4068.50
    Table 1. Real size table of different models of aircrafts
    ModelmAP
    Iou=40Iou=50Iou=60
    Faster-RCNN90.789.362.6
    Faster-RCNN+FPN93.091.265.9
    Mask-RCNN95.394.179.7
    SMask-RCNN97.495.780.2
    Table 2. Comparison of mAP values of different models at different IOU values%
    Yongfeng Dong, Changtao Zhang, Peng Wang, Zhe Feng. Airplane Detection of Optical Remote Sensing Images Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041007
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