Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning

5 March 2024

Papers citing "Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning"

6 / 6 papers shown

Title
Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution Siwei Tu Ben Fei Weidong Yang Fenghua Ling Hao Chen Zili Liu Kun Chen Hang Fan W. Ouyang Junlin Wu 74 0 0 09 Feb 2025
Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models P. Hess Markus Drüke S. Petri Felix M. Strnad Niklas Boers 38 60 0 03 Jan 2025
Unpaired Downscaling of Fluid Flows with Diffusion Bridges Tobias Bischoff Katherine Deck 26 14 0 02 May 2023
Deep learning for bias-correcting CMIP6-class Earth system models P. Hess S. Lange Christof Schötz Niklas Boers AI4Cl 25 12 0 16 Dec 2022
Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed Eric Luhman Troy Luhman DiffM 195 258 0 07 Jan 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 300 75,834 0 18 May 2015