Xiaojun He, Xuan Liu, Xian Wei. Classification Method of High-Resolution Remote Sensing Scene Image Based on Dictionary Learning and Vision Transformer[J]. Laser & Optoelectronics Progress, 2023, 60(14): 1410019
- Laser & Optoelectronics Progress
- Vol. 60, Issue 14, 1410019 (2023)
Fig. 1. Diagram of dictionary learning
Fig. 2. Flowchart of the proposed method
Fig. 3. Batch normalization and layer normalization
Fig. 4. Schematic of multilayer perceptron
Fig. 5. Flowchart of attention module method
Fig. 6. Attention module based on dictionary learning
Fig. 7. RSSCN7 dataset
Fig. 8. NWPU-RESISC45 dataset
Fig. 9. AID dataset
Fig. 10. Rate of change of classification accuracy on Gaussian noise images
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Table 1. Introduction of datasets
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Table 2. Laboratory environment
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Table 3. Accuracy of different networks on RSSCN7 dataset
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Table 4. Accuracy of different networks on NWPU-RESISC45 dataset
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Table 5. Accuracy of different networks on AID dataset
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Table 6. Parameter indicators of two methods on three datasets
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Table 7. Parameters of different classification frameworks
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