Title
ExEBench: Benchmarking Foundation Models on Extreme Earth Events Shan Zhao Zhitong Xiong Jie Zhao Xiao Xiang Zhu 40 0 0 13 May 2025
Geo-OLM: Enabling Sustainable Earth Observation Studies with Cost-Efficient Open Language Models & State-Driven Workflows Dimitrios Stamoulis Diana Marculescu 23 0 0 06 Apr 2025
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 33 1 0 05 Apr 2025
Towards a Unified Copernicus Foundation Model for Earth Vision Yi Wang Zhitong Xiong Chenying Liu Adam J. Stewart Thomas Dujardin ... Angelos Zavras Franziska Gerken Ioannis Papoutsis Laura Leal-Taixé Xiao Xiang Zhu 50 1 0 14 Mar 2025
A Survey of Foundation Models for Environmental Science Runlong Yu Shengyu Chen Yiqun Xie X. Jia AI4CE 61 1 0 05 Mar 2025
SHAZAM: Self-Supervised Change Monitoring for Hazard Detection and Mapping Samuel Garske Konrad Heidler Bradley Evans KC Wong Xiao Xiang Zhu 33 0 0 01 Mar 2025
Multi-Agent Geospatial Copilots for Remote Sensing Workflows Chaehong Lee Varatheepan Paramanayakam Andreas Karatzas Yanan Jian Michael Fore Heming Liao Fuxun Yu Ruopu Li Iraklis Anagnostopoulos Dimitrios Stamoulis 39 3 0 28 Jan 2025
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 45 2 0 05 Nov 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 37 3 0 11 Jul 2024
Evaluating and Benchmarking Foundation Models for Earth Observation and Geospatial AI Nikolaos Dionelis Casper Fibaek Luke Camilleri Andreas Luyts Jente Bosmans B. L. Saux 35 3 0 26 Jun 2024
WeatherQA: Can Multimodal Language Models Reason about Severe Weather? Chengqian Ma Zhanxiang Hua Alexandra K. Anderson-Frey Vikram Iyer Xin Liu Lianhui Qin 41 3 0 17 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 37 6 0 30 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 62 2 0 02 May 2024
Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation Zhitong Xiong Yi Wang Fahong Zhang Adam J. Stewart Joelle Hanna Damian Borth Ioannis Papoutsis B. L. Saux Gustau Camps-Valls Xiao Xiang Zhu AI4CE 78 12 0 22 Mar 2024
Large-scale flood modeling and forecasting with FloodCast Qingsong Xu Yilei Shi Jonathan Bamber Chaojun Ouyang Xiao Xiang Zhu AI4CE 44 12 0 18 Mar 2024
LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model Dilxat Muhtar Zhenshi Li Feng-Xue Gu Xue-liang Zhang P. Xiao 78 49 0 04 Feb 2024
One for All: Toward Unified Foundation Models for Earth Vision Zhitong Xiong Yi Wang Fahong Zhang Xiao Xiang Zhu 37 18 0 15 Jan 2024
ACE: A fast, skillful learned global atmospheric model for climate prediction Oliver Watt‐Meyer Gideon Dresdner Jeremy McGibbon Spencer K. Clark Brian Henn ... K. Kashinath Michael S. Pritchard Boris Bonev Matthew E. Peters Christopher S. Bretherton AI4Cl 59 42 0 03 Oct 2023
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing F. Liu Delong Chen Zhan-Rong Guan Xiaocong Zhou Jiale Zhu Qiaolin Ye Liyong Fu Jun Zhou VLM 71 192 0 19 Jun 2023
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 77 62 0 27 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 270 4,244 0 30 Jan 2023
Global Flood Prediction: a Multimodal Machine Learning Approach C. Zeng Dimitris Bertsimas AI4CE 33 8 0 29 Jan 2023
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning Colorado Reed Ritwik Gupta Shufan Li S. Brockman Christopher Funk Brian Clipp Kurt Keutzer Salvatore Candido M. Uyttendaele Trevor Darrell 121 169 0 30 Dec 2022
RSVG: Exploring Data and Models for Visual Grounding on Remote Sensing Data Yangfan Zhan Zhitong Xiong Yuan. Yuan 74 106 0 23 Oct 2022
EarthNets: Empowering AI in Earth Observation Zhitong Xiong Fahong Zhang Yi Wang Yilei Shi Xiao Xiang Zhu 86 73 0 10 Oct 2022
SustainBench: Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning Christopher Yeh Chenlin Meng Sherrie Wang Anne Driscoll Erik Rozi Patrick Liu Jihyeon Janel Lee Marshall Burke David B. Lobell Stefano Ermon 64 56 0 08 Nov 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 228 273 0 24 Mar 2020
RSVQA: Visual Question Answering for Remote Sensing Data Sylvain Lobry Diego Marcos J. Murray D. Tuia 72 206 0 16 Mar 2020