3 papers
cs.LG2025
LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
Xudong Ling, Chaorong Li, Tianxi Huang +2
Short-term precipitation nowcasting is an inherently uncertain and under-constrained spatiotemporal forecasting problem, especially for rapidly evolving and extreme weather events.…
cs.LG2024
Precipitation Nowcasting Using Diffusion Transformer with Causal Attention
ChaoRong Li, XuDong Ling, YiLan Xue +5
Short-term precipitation forecasting remains challenging due to the difficulty in capturing long-term spatiotemporal dependencies. Current deep learning methods fall short in estab…
cs.CV2024
Extreme Precipitation Nowcasting using Multi-Task Latent Diffusion Models
Li Chaorong, Ling Xudong, Yang Qiang +2
Deep learning models have achieved remarkable progress in precipitation prediction. However, they still face significant challenges in accurately capturing spatial details of radar…