• Spacecraft Recovery & Remote Sensing
  • Vol. 45, Issue 1, 111 (2024)
Zhiheng LIU1, Ziteng YUE2,*, Suiping ZHOU1, Cheng JIANG3..., Yongshi JIE3 and Xuemei CHEN4|Show fewer author(s)
Author Affiliations
  • 1School of Aerospace Science and Technology, Xidian University, Xi’an 710126, China
  • 2School of Electronics and Information Engineering, Beihang University, Beijing 100191, China
  • 3Beijing Key Laboratory of Advanced Optical Remote Sensing Technology, Beijing Institute of Space Mechanics & Electricity, Beijing 100094, China
  • 4Xi’an Aerospace Remote Sensing Data Technology Co., Ltd., Xi’an 710100, China
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    DOI: 10.3969/j.issn.1009-8518.2024.01.010 Cite this Article
    Zhiheng LIU, Ziteng YUE, Suiping ZHOU, Cheng JIANG, Yongshi JIE, Xuemei CHEN. Lightweight Remote Sensing Image Road Extraction Combing Atrous Spatial Pyramid Pooling and Attention Mechanism[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(1): 111 Copy Citation Text show less
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    算法名称AccuracyPrecisionRecallF1-Score
    原始HRNet89.4195.0592.4093.70
    原始HRNet+SE-Block94.2696.8596.2596.55
    原始HRNet+ASPP94.3796.3996.8196.60
    本文方法(原始HRNet+SE-Block+ASPP)94.7697.2096.5096.85
    Table 1. Comparison of evaluation metrics for ablation experiment %
    名称AccuracyPrecisionRecallF1-ScoreMIoU
    UNet88.7696.9090.2693.4665.32
    FCN87.7094.0291.3992.6865.32
    PSPNet89.2696.8490.8193.7366.90
    DeepLabV3+90.8896.1293.1194.5972.46
    D-LinkNet87.7995.5890.2692.8563.95
    原始HRNet89.4195.0592.4093.7069.14
    本文算法94.7697.2096.5096.8583.48
    Table 2. Assessment results from different models %
    Zhiheng LIU, Ziteng YUE, Suiping ZHOU, Cheng JIANG, Yongshi JIE, Xuemei CHEN. Lightweight Remote Sensing Image Road Extraction Combing Atrous Spatial Pyramid Pooling and Attention Mechanism[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(1): 111
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