no code implementations • 15 Nov 2024 • Xujun Wei, Feng Zhang, Renhe Zhang, Wenwen Li, Cuiping Liu, Bin Guo, Jingwei Li, Haoyang Fu, Xu Tang
Unlike existing data-driven weather forecasting models, DaYu is specifically designed for geostationary satellite observations, with a temporal resolution of 0. 5 hours and a spatial resolution of ${0. 05}^\circ$ $\times$ ${0. 05}^\circ$.
no code implementations • 22 Aug 2024 • Qiuchang Han, Xingliang Jiang, Yang Zhao, Xudong Wang, Zhijin Li, Renhe Zhang
Satellite altimetry has been widely utilized to monitor global sea surface dynamics, enabling investigation of upper ocean variability from basin-scale to localized eddy ranges.
no code implementations • 20 Feb 2024 • X. San Liang, Dake Chen, Renhe Zhang
It has been said, arguably, that causality analysis should pave a promising way to interpretable deep learning and generalization.
1 code implementation • IEEE Transactions on Geoscience and Remote Sensing 2024 • Renhe Zhang, Qian Zhang, Guixu Zhang
Convolutional Neural Networks (CNNs) can capture local context information well but cannot model the global dependencies.
1 code implementation • IEEE Geoscience and Remote Sensing Letters 2023 • Renhe Zhang, Zhechun Wan, Qian Zhang, Guixu Zhang
The local attention path (LAP) uses efficient stripe convolution to generate local attention, which can alleviate the loss of information caused by down-sampling operation in the GAP and supplement the spatial details.
Extracting Buildings In Remote Sensing Images Semantic Segmentation
1 code implementation • IEEE Geoscience and Remote Sensing Letters 2023 • Renhe Zhang, Qian Zhang, Guixu Zhang
Furthermore, unlike the previous single-skip-connection structure of U-shaped methods, we build a novel dual skip connection structure inside the model.