Xiuzai Zhang, Jingxuan Li, Changjun Yang, Xuan Feng. Feature-Enhanced Cloud Image Prediction Algorithm Based on Spatio-Temporal Attention Gated Recurrent Unit[J]. Laser & Optoelectronics Progress, 2023, 60(24): 2401001
- Laser & Optoelectronics Progress
- Vol. 60, Issue 24, 2401001 (2023)
Fig. 1. Basic framework of GRU
Fig. 2. Overall framework of CrevNet
Fig. 3. Overall framework of SmartCrevNet
Fig. 4. Two-way SGE autoencoder
Fig. 5. Lightweight attention model SGE
Fig. 6. STA-GRU structure
Fig. 7. Reversible STA-GRU module
Fig. 8. Two prediction examples from satellite cloud images
Fig. 9. Frame-wise MSE and SSIM comparison of the different models on the satellite cloud map dataset
Fig. 10. Two sets of prediction examples
|
Table 1. Comparative analysis of various prediction algorithms (4 frames→4 frames)
|
Table 2. Two-way autoencoder and prediction module ablation experiments
|
Table 3. Quantitative evaluation of different methods on Moving MNIST
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