Xing Han, Ling Han, Liangzhi Li, Huihui Li. Building Change Detection in High-Resolution Remote-Sensing Images Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2022, 59(10): 1001003

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- Laser & Optoelectronics Progress
- Vol. 59, Issue 10, 1001003 (2022)

Fig. 1. CBAM structure

Fig. 2. PPM structure

Fig. 3. Proposed network structure

Fig. 4. Multiscale feature fusion

Fig. 5. Comparison of detection results of building changes with different scales. (a) First-phase remote sensing image; (b) second-phase remote sensing image; (c) ground truth; (d) UNet; (e) ChangeNet; (f) CSCDNet; (g) proposed method
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Table 1. Network structure of feature extraction stage
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Table 2. Lab environment
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Table 3. Hyperparameters’ optimization of neural network
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Table 4. Ablation experiment
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Table 5. Evaluation of change detection results of different methods

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