Peng Lu, Peiqi Zou, Guoliang Zou. Typhoon Classification Model Based on Multi-Scale Convolution Feature Fusion[J]. Laser & Optoelectronics Progress, 2019, 56(16): 160101
- Laser & Optoelectronics Progress
- Vol. 56, Issue 16, 160101 (2019)
Fig. 1. Convolutional feature visualization
Fig. 2. Flow chart of MS-TyCNN model
Fig. 3. Preprocessing of satellite cloud images
Fig. 4. Network structural diagram of MS-TyCNN model
Fig. 5. Structure of spatial pyramid pooling layer (T21=1/21)
Fig. 6. Partial samples of typhoon labels
Fig. 7. Comparison of classification results of typhoon cloud map datasets. (a) Accuracy of test set; (b) loss of validation set
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Table 1. Typhoon classification standard
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Table 2. Accuracies of different models on typhoon datasets
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Table 3. Distribution of datasets
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Table 4. Generalization of MS-TyCNN model
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