Ebert-Uphoff, Imme
- Machine Learning for the Geosciences: Challenges and Opportunities
2017/11/13 by Karpatne, Anuj, Ebert-Uphoff, Imme, Ravela, Sai +2 · 9 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Geophysics (physics.geo-ph) #Machine Learning (cs.LG)
- Development and Interpretation of a Neural Network-Based Synthetic Radar Reflectivity Estimator Using GOES-R Satellite Observations
2020/04/16 by Hilburn, Kyle A., Ebert-Uphoff, Imme, Miller, Steven D. · 3 citations
#Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
- A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental Science
2022/07/21 by Lander Ver Hoef, Henry Adams, Hoef, Lander Ver +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #55N31 (Primary) 62R40 (Secondary) #Atmospheric and Oceanic Physics (physics.ao-ph) #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #General Topology (math.GN) #J.2 #Machine Learning (cs.LG) #Topological and Geometric Data Analysis
- Evaluation of Tropical Cyclone Track and Intensity Forecasts from Artificial Intelligence Weather Prediction (AIWP) Models
2024/09/08 by Mark DeMaria, James L. Franklin, DeMaria, Mark +11 · 3 citations
Computer Science · Earth and Planetary Sciences · #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Seismology and Earthquake Studies #Tropical and Extratropical Cyclones Research
- SRViT: Vision Transformers for Estimating Radar Reflectivity from Satellite Observations at Scale
2024/06/20 by Stock, Jason, Hilburn, Kyle, Ebert-Uphoff, Imme +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- How to use score-based diffusion in earth system science: A satellite nowcasting example
2025/05/15 by Randy J. Chase, Katherine Haynes, Chase, Randy J. +5 · 1 voice · 1 citation
#cs.LG #physics.ao-ph
- Carefully choose the baseline: Lessons learned from applying XAI attribution methods for regression tasks in geoscience
2022/08/19 by Antonios Mamalakis, Mamalakis, Antonios, Elizabeth A. Barnes +3 · 1 citation
Computer Science · Decision Sciences · #Explainable Artificial Intelligence (XAI) #Scientific Computing and Data Management #Computational Physics and Python Applications
- CIRA Guide to Custom Loss Functions for Neural Networks in Environmental Sciences -- Version 1
2021/06/17 by Imme Ebert‐Uphoff, Ryan Lagerquist, Ebert-Uphoff, Imme +12 · 1 citation
Computer Science · Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics and Python Applications #Data Analysis with R #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations