Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 1, 111(2024)
Lightweight Remote Sensing Image Road Extraction Combing Atrous Spatial Pyramid Pooling and Attention Mechanism
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Table 1. Comparison of evaluation metrics for ablation experiment
% View tableView in ArticleTable 1. Comparison of evaluation metrics for ablation experiment
% 算法名称 Accuracy Precision Recall F1-Score 原始HRNet 89.41 95.05 92.40 93.70 原始HRNet+SE-Block 94.26 96.85 96.25 96.55 原始HRNet+ASPP 94.37 96.39 96.81 96.60 本文方法（原始HRNet+SE-Block+ASPP） 94.76 97.20 96.50 96.85
Table 2. Assessment results from different models
% View tableView in ArticleTable 2. Assessment results from different models
% 名称 Accuracy Precision Recall F1-Score MIoU UNet 88.76 96.90 90.26 93.46 65.32 FCN 87.70 94.02 91.39 92.68 65.32 PSPNet 89.26 96.84 90.81 93.73 66.90 DeepLabV3+ 90.88 96.12 93.11 94.59 72.46 D-LinkNet 87.79 95.58 90.26 92.85 63.95 原始HRNet 89.41 95.05 92.40 93.70 69.14 本文算法 94.76 97.20 96.50 96.85 83.48
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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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Received: Aug. 8, 2023
Accepted: --
Published Online: Apr. 22, 2024
The Author Email: YUE Ziteng (1248208525@qq.com)
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