Search Results for author: Di Xian

Found 3 papers, 2 papers with code

Four-hour thunderstorm nowcasting using deep diffusion models of satellite

no code implementations16 Apr 2024 Kuai Dai, Xutao Li, Junying Fang, Yunming Ye, Demin Yu, Di Xian, Danyu Qin

In terms of application, our system operates efficiently (forecasting 4 hours of convection in 8 minutes), and is highly transferable with the potential to collaborate with multiple satellites for global convection nowcasting.

TinyPredNet: A Lightweight Framework for Satellite Image Sequence Prediction

1 code implementation 2024 2024 Kuai Dai, Xutao Li, Huiwei Lin, Yin Jiang, Xunlai Chen, Yunming Ye, Di Xian

In this article, we propose a lightweight prediction framework TinyPredNet for satellite image sequence prediction, in which a spatial encoder and decoder model the intra-frame appearance features and a temporal translator captures inter-frame motion patterns.

Learning spatial- temporal consistency for satellite image sequence prediction

1 code implementation IEEE Transactions on Geoscience and Remote Sensing 2023 Kuai Dai, Xutao Li, Chi Ma, Shenyuan Lu, Yunming Ye, Di Xian, Lin Tian, Danyu Qin

As an extremely challenging spatial–temporal sequence prediction task, satellite image sequence prediction has various and significant applications in real-world scenarios.

Generative Adversarial Network

Cannot find the paper you are looking for? You can Submit a new open access paper.