Latent diffusion models for generative precipitation nowcasting with
accurate uncertainty quantification

Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification

25 April 2023

Gabriele Franch

Papers citing "Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification"

12 / 12 papers shown

Title
Score-based diffusion nowcasting of GOES imagery Randy J. Chase Katherine Haynes Lander Ver Hoef Imme Ebert-Uphoff DiffM 26 0 0 15 May 2025
Improving Tropical Cyclone Forecasting With Video Diffusion Models Zhibo Ren Pritthijit Nath Pancham Shukla 41 0 0 27 Jan 2025
Multi-Source Temporal Attention Network for Precipitation Nowcasting Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent AI4Cl 30 0 0 11 Oct 2024
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme Events Olivier C. Pasche Jonathan Wider Zhongwei Zhang Jakob Zscheischler Sebastian Engelke AI4Cl 37 10 0 26 Apr 2024
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 36 20 0 11 Dec 2023
Conformal Contextual Robust Optimization Yash P. Patel Sahana Rayan Ambuj Tewari 37 15 0 16 Oct 2023
Precipitation nowcasting with generative diffusion models Andrea Asperti Fabio Merizzi Alberto Paparella G. Pedrazzi M. Angelinelli Stefano Colamonaco DiffM 38 18 0 13 Aug 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models Zhihan Gao Xingjian Shi Boran Han Hongya Wang Xiaoyong Jin Danielle C. Maddix Yi Zhu Mu Li Bernie Wang BDL DiffM 40 56 0 19 Jul 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 43 5 0 06 Apr 2023
Ensemble flow reconstruction in the atmospheric boundary layer from spatially limited measurements through latent diffusion models A. Rybchuk M. Hassanaly N. Hamilton P. Doubrawa Mitchell J. Fulton L. Martínez‐Tossas AI4CE DiffM 25 16 0 01 Mar 2023
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 342 1,591 0 10 Nov 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,904 0 13 Jun 2015