Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 2, 144(2024)
Building Extraction Based on Convolutional Neural Network
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Table 1. Evaluation results of each method in the WHU dataset
% View tableView in ArticleTable 1. Evaluation results of each method in the WHU dataset
% 方法 IoU F1 FCN8s 86.25 92.62 UNet 88.13 93.69 DeepLabv3+ 88.16 93.71 VGG16-UNet 88.53 93.91 Res50-UNet 89.08 94.23 本文方法 89.65 94.55
Table 2. Results of the ablation experiment
% View tableView in ArticleTable 2. Results of the ablation experiment
% 方法 IoU F1 UNet 88.13 93.69 Res2Net50+UNet 89.59 94.51 Res2Net50+UNet+Nonlocal 89.65 94.55
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Yunfei WANG. Building Extraction Based on Convolutional Neural Network[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(2): 144
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Received: Nov. 3, 2023
Accepted: Jan. 30, 2024
Published Online: May. 29, 2024
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