3 papers
cs.CV2025
RNDiff: Rainfall nowcasting with Condition Diffusion Model
Xudong Ling, Chaorong Li, Fengqing Qin +2
Diffusion models are widely used in image generation because they can generate high-quality and realistic samples. This is in contrast to generative adversarial networks (GANs) and…
cs.CV2025
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…
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…