Title
ExEBench: Benchmarking Foundation Models on Extreme Earth Events Shan Zhao Zhitong Xiong Jie Zhao Xiao Xiang Zhu 35 0 0 13 May 2025
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 39 0 0 06 May 2025
Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing Yuchang Jiang Maxim Neumann 24 0 0 03 May 2025
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation Xiaoxing Hu Ziyang Gong Y. Wang Yuru Jia Gen Luo Xue Yang 91 0 0 08 Apr 2025
Assessing Foundation Models for Sea Ice Type Segmentation in Sentinel-1 SAR Imagery Samira Alkaee Taleghan Morteza Karimzadeh A. Barrett Walter N. Meier F. Banaei-Kashani 56 0 0 28 Mar 2025
TerraTorch: The Geospatial Foundation Models Toolkit Carlos Gomes Benedikt Blumenstiel Joao Lucas de Sousa Almeida Pedro Henrique de Oliveira P. Fraccaro Francesc Marti Escofet Daniela Szwarcman Naomi Simumba Romeo Kienzler Bianca Zadrozny 66 1 0 26 Mar 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 44 1 0 14 Mar 2025
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models Nikolaos Dionelis Jente Bosmans Nicolas Longepe 55 0 0 19 Feb 2025
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 38 6 0 05 Nov 2024
Improving satellite imagery segmentation using multiple Sentinel-2 revisits Kartik Jindgar Grace W. Lindsay 22 0 0 25 Sep 2024
Fine-tuning of Geospatial Foundation Models for Aboveground Biomass Estimation Michal Muszynski Levente Klein Ademir Ferreira da Silva Anjani Prasad Atluri Carlos Gomes ... Shraddha Singh Steve Meliksetian Campbell Watson Daiki Kimura Harini Srinivasan 33 3 0 28 Jun 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 26 16 0 09 Jan 2024
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 68 190 0 19 Jun 2023
Lightweight, Pre-trained Transformers for Remote Sensing Timeseries Gabriel Tseng Ruben Cartuyvels Ivan Zvonkov Mirali Purohit David Rolnick Hannah Kerner 72 60 0 27 Apr 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,412 0 11 Nov 2021
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,387 0 21 Nov 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 232 75,445 0 18 May 2015