PreDiff: Precipitation Nowcasting with Latent Diffusion Models

19 July 2023

Papers citing "PreDiff: Precipitation Nowcasting with Latent Diffusion Models"

40 / 40 papers shown

Title
Generative emulation of chaotic dynamics with coherent prior Juan Nathaniel Pierre Gentine AI4TS AI4CE 28 0 0 19 Apr 2025
DiffScale: Continuous Downscaling and Bias Correction of Subseasonal Wind Speed Forecasts using Diffusion Models Maximilian Springenberg Noelia Otero Yuxin Xue Jackie Ma DiffM AI4Cl 35 0 0 31 Mar 2025
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting Hongli Liang Yuanting Zhang Qingye Meng Shuangshuang He Xingyuan Yuan 46 0 0 16 Mar 2025
Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Xingzhuo Guo Yu Zhang Baixu Chen Haoran Xu J. Z. Wang Mingsheng Long DiffM AI4TS 29 1 0 02 Mar 2025
BeamVQ: Beam Search with Vector Quantization to Mitigate Data Scarcity in Physical Spatiotemporal Forecasting Weiyan Wang Xingjian Shi Ruiqi Shu Yuan Gao Rui Chen ... Shuaipeng Li Yangyu Tao Di Wang Hao Wu Xiaomeng Huang 51 0 0 26 Feb 2025
High-Dynamic Radar Sequence Prediction for Weather Nowcasting Using Spatiotemporal Coherent Gaussian Representation Ziye Wang Yiran Qin Lin Zeng Ruimao Zhang 57 0 0 24 Feb 2025
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models Shixuan Li Wei Yang Peiyu Zhang Xiongye Xiao Defu Cao Yuehan Qin X. Zhang Yue Zhao Paul Bogdan 56 1 0 16 Feb 2025
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 76 0 0 18 Dec 2024
DuoCast: Duo-Probabilistic Meteorology-Aware Model for Extended Precipitation Nowcasting Penghui Wen Lei Bai Mengwei He Patrick Filippi Feng Zhang Thomas Francis Bishop Zhiyong Wang Kun Hu 75 0 0 02 Dec 2024
Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting Chiu-Wai Yan Shi Quan Foo Van Hoan Trinh Dit-Yan Yeung Ka-Hing Wong W. Wong 25 0 0 30 Oct 2024
Constrained Transformer-Based Porous Media Generation to Spatial Distribution of Rock Properties Zihan Ren Sanjay Srinivasan Dustin Crandall 11 0 0 28 Oct 2024
Extreme Precipitation Nowcasting using Multi-Task Latent Diffusion Models Li Chaorong Ling Xudong Yang Qiang Qin Fengqing Huang Yuanyuan 29 0 0 18 Oct 2024
TCP-Diffusion: A Multi-modal Diffusion Model for Global Tropical Cyclone Precipitation Forecasting with Change Awareness Cheng Huang Pan Mu Cong Bai Peter AG Watson 16 1 0 17 Oct 2024
Multi-Source Temporal Attention Network for Precipitation Nowcasting Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent AI4Cl 17 0 0 11 Oct 2024
PostCast: Generalizable Postprocessing for Precipitation Nowcasting via Unsupervised Blurriness Modeling Junchao Gong Siwei Tu Weidong Yang Ben Fei Kun Chen Wenlong Zhang Xiaokang Yang Wanli Ouyang Lei Bai DiffM 16 2 0 08 Oct 2024
Physics-aligned Schrödinger bridge Zeyu Li Hongkun Dou Shen Fang Wang Han Yue Deng Lijun Yang AI4CE DiffM 18 0 0 26 Sep 2024
DiffESM: Conditional Emulation of Temperature and Precipitation in Earth System Models with 3D Diffusion Models Seth Bassetti Brian Hutchinson Claudia Tebaldi Ben Kravitz 9 1 0 17 Sep 2024
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics Matthias Karlbauer Danielle C. Maddix Abdul Fatir Ansari Boran Han Gaurav Gupta Yuyang Wang Andrew Stuart Michael W. Mahoney AI4TS 29 1 0 19 Jul 2024
GPTCast: a weather language model for precipitation nowcasting Gabriele Franch Elena Tomasi Rishabh Wanjari V. Poli Chiara Cardinali P. Alberoni M. Cristoforetti 14 1 0 02 Jul 2024
Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting Sojung An Tae-Jin Oh Eunha Sohn Donghyun Kim AI4TS 27 6 0 07 Jun 2024
Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates Y. Poels Koen Minartz Harshit Bansal Vlado Menkovski AI4CE 27 1 0 27 May 2024
BeamVQ: Aligning Space-Time Forecasting Model via Self-training on Physics-aware Metrics Hao Wu Xingjian Shi Ziyue Huang Penghao Zhao Wei Xiong Jinbao Xue Yangyu Tao Xiaomeng Huang Weiyan Wang AI4TS 26 1 0 27 May 2024
Efficient Probabilistic Modeling of Crystallization at Mesoscopic Scale Pol Timmer Koen Minartz Vlado Menkovski AI4CE 30 0 0 26 May 2024
Diffusion Models Meet Remote Sensing: Principles, Methods, and Perspectives Yidan Liu Jun Yue Shaobo Xia Pedram Ghamisi Weiying Xie Leyuan Fang DiffM 30 11 0 13 Apr 2024
DiffObs: Generative Diffusion for Global Forecasting of Satellite Observations Jason Stock Jaideep Pathak Y. Cohen Michael S. Pritchard Piyush Garg Dale Durran Morteza Mardani Noah D. Brenowitz 20 5 0 04 Apr 2024
Bridging Remote Sensors with Multisensor Geospatial Foundation Models Boran Han Shuai Zhang Xingjian Shi Markus Reichstein 19 20 0 01 Apr 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects Anuj Karpatne X. Jia Vipin Kumar 30 9 0 24 Mar 2024
Weather Prediction with Diffusion Guided by Realistic Forecast Processes Zhanxiang Hua Yutong He Chengqian Ma Alexandra K. Anderson-Frey DiffM AI4CE 20 6 0 06 Feb 2024
GD-CAF: Graph Dual-stream Convolutional Attention Fusion for Precipitation Nowcasting Lorand Vatamany S. Mehrkanoon AI4TS 13 4 0 15 Jan 2024
GenCast: Diffusion-based ensemble forecasting for medium-range weather Ilan Price Alvaro Sanchez-Gonzalez Ferran Alet Tom R. Andersson Andrew El-Kadi ... Jacklynn Stott Shakir Mohamed Peter W. Battaglia Rémi R. Lam Matthew Willson 15 105 0 25 Dec 2023
DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting Demin Yu Xutao Li Yunming Ye Baoquan Zhang Chuyao Luo Kuai Dai Rui Wang Xunlai Chen 20 19 0 11 Dec 2023
Deterministic Guidance Diffusion Model for Probabilistic Weather Forecasting Donggeun Yoon Minseok Seo Do-Yun Kim Yeji Choi Donghyeon Cho DiffM 13 0 0 05 Dec 2023
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 20 15 0 05 Dec 2023
VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation Zhengxiong Luo Dayou Chen Yingya Zhang Yan Huang Liangsheng Wang Yujun Shen Deli Zhao Jinren Zhou Tien-Ping Tan DiffM VGen 132 215 0 15 Mar 2023
Flexible Diffusion Modeling of Long Videos William Harvey Saeid Naderiparizi Vaden Masrani Christian Weilbach Frank D. Wood DiffM BDL VGen 161 284 0 23 May 2022
VideoGPT: Video Generation using VQ-VAE and Transformers Wilson Yan Yunzhi Zhang Pieter Abbeel A. Srinivas ViT VGen 237 482 0 20 Apr 2021
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 209 242 0 24 Mar 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 78 284 0 03 Mar 2020
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 195 7,816 0 13 Jun 2015
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 237 7,597 0 03 Jul 2012