Kang NI, Yuqing ZHAO, Zhi CHEN. Multi-scale Convolutional Neural Network Driven by Sparse Second-order Attention Mechanism for Remote Sensing Scene Classification[J]. Acta Photonica Sinica, 2022, 51(6): 0610004
- Acta Photonica Sinica
- Vol. 51, Issue 6, 0610004 (2022)
Fig. 1. The architecture of MCNN-SSAM
Fig. 2. Visualization results of feature maps learned by different network layers
Fig. 3. The architecture of sparse second-order attention module
Fig. 4. Sample charts of AID dataset
Fig. 5. Sample charts of NWPU45 dataset
Fig. 6. Influence of
Fig. 7. Confusion matrix of scene classification on AID dataset under 20% training ratios
Fig. 8. Confusion matrix of scene classification on NWPU45 dataset under 20% training ratios
Fig. 9. Visual comparison of heatmaps between MCNN-SSAM and other related networks
| |||||||||||||||||||||||||||||||||||||||
Table 1. Performance comparison of other related algorithms
|
Table 2. Results of ablation and generalization experiments
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20