Geospatial Foundation Models to Enable Progress on Sustainable Development Goals

30 May 2025

Papers citing "Geospatial Foundation Models to Enable Progress on Sustainable Development Goals"

25 / 25 papers shown

Title
FlexiMo: A Flexible Remote Sensing Foundation Model Xuyang Li Chenyu Li Pedram Ghamisi Danfeng Hong 62 1 0 31 Mar 2025
MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery Weikang Yu Xiaokang Zhang Xiao Xiang Zhu Richard Gloaguen Pedram Ghamisi 59 4 0 04 Jul 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 57 8 0 30 May 2024
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning Vishal Nedungadi A. Kariryaa Stefan Oehmcke Serge Belongie Christian Igel Nico Lang 63 27 0 04 May 2024
GloSoFarID: Global multispectral dataset for Solar Farm IDentification in satellite imagery Zhiyuan Yang Ryan Rad 55 1 0 08 Apr 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 98 15 0 22 Mar 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 46 39 0 02 Feb 2024
EarthGPT: A Universal Multi-modal Large Language Model for Multi-sensor Image Comprehension in Remote Sensing Domain Wei Zhang Miaoxin Cai Tong Zhang Zhuang Yin Xuerui Mao 62 96 0 30 Jan 2024
Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws Nikhil Sardana Jacob P. Portes Sasha Doubov Jonathan Frankle LRM 264 81 0 31 Dec 2023
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery Xin Guo Jiangwei Lao Bo Dang Yingying Zhang Lei Yu ... Jian Wang Jingdong Chen Ming Yang Yongjun Zhang Yansheng Li 83 124 0 15 Dec 2023
SpectralGPT: Spectral Remote Sensing Foundation Model Danfeng Hong Bing Zhang Xuyang Li Yuxuan Li Chenyu Li ... Xiuping Jia Antonio J. Plaza Paolo Gamba J. Benediktsson J. Chanussot 52 406 0 13 Nov 2023
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders A. Fuller K. Millard James R. Green 41 67 0 01 Nov 2023
Foundation Models for Generalist Geospatial Artificial Intelligence Johannes Jakubik Sujit Roy C. Phillips P. Fraccaro Denys Godwin ... Hamed Alemohammad M. Maskey R. Ganti Kommy Weldemariam Rahul Ramachandran AI4CE VLM 59 101 0 28 Oct 2023
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing Fan Liu Delong Chen Zhan-Rong Guan Xiaocong Zhou Jiale Zhu Qiaolin Ye Liyong Fu Jun Zhou VLM 88 213 0 19 Jun 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 72 69 0 09 Feb 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 148 179 0 30 Dec 2022
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understanding Favyen Bastani Piper Wolters Ritwik Gupta Joe Ferdinando Aniruddha Kembhavi 52 104 0 28 Nov 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 89 59 0 08 Nov 2021
Towards artificial general intelligence via a multimodal foundation model Nanyi Fei Zhiwu Lu Yizhao Gao Guoxing Yang Yuqi Huo ... Ruihua Song Xin Gao Tao Xiang Haoran Sun Jiling Wen AI4CE LRM 44 218 0 27 Oct 2021
Characterization of Industrial Smoke Plumes from Remote Sensing Data Michael Mommert Mario Sigel Marcel Neuhausler L. Scheibenreif Damian Borth 17 11 0 23 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 347 40,217 0 22 Oct 2020
The role of artificial intelligence in achieving the Sustainable Development Goals Ricardo Vinuesa Hossein Azizpour Iolanda Leite Madeline Balaam Virginia Dignum S. Domisch Anna Felländer S. Langhans Max Tegmark F. F. Nerini 30 1,471 0 30 Apr 2019
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding Gencer Sumbul Marcela Charfuelan Begüm Demir Volker Markl 71 447 0 16 Feb 2019
Functional Map of the World Gordon A. Christie Neil Fendley James Wilson R. Mukherjee VGen 57 390 0 21 Nov 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015