Title
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach Pierre Adorni M. Pham Stéphane May Sébastien Lefèvre 34 0 0 06 May 2025
DAM-Net: Domain Adaptation Network with Micro-Labeled Fine-Tuning for Change Detection H. Chen Xin Xu Fangling Pu 20 0 0 18 Apr 2025
A Complex-valued SAR Foundation Model Based on Physically Inspired Representation Learning M. D. Wang Hanbo Bi Yingchao Feng Linlin Xin Shuo Gong Tianqi Wang Zhiyuan Yan Peijin Wang Wenhui Diao Xian Sun 24 0 0 16 Apr 2025
A comprehensive review of remote sensing in wetland classification and mapping Shuai Yuan Xiangan Liang Tianwu Lin Shuang Chen Rui Liu Jie Wang H. M. Zhang Peng Gong 24 0 0 15 Apr 2025
SARFormer -- An Acquisition Parameter Aware Vision Transformer for Synthetic Aperture Radar Data Jonathan Prexl M. Recla M. Schmitt 24 0 0 11 Apr 2025
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation Thomas Kerdreux A. Tuel Quentin Febvre A. Mouche Bertrand Chapron 73 0 0 09 Apr 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 38 0 0 08 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 31 0 0 05 Apr 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 27 0 0 04 Apr 2025
FlexiMo: A Flexible Remote Sensing Foundation Model Xuyang Li Chenyu Li Pedram Ghamisi Danfeng Hong 35 0 0 31 Mar 2025
A Survey on Remote Sensing Foundation Models: From Vision to Multimodality Ziyue Huang Hongxi Yan Qiqi Zhan Shuai Yang Mingming Zhang Chenkai Zhang Yiming Lei Zeming Liu Qingjie Liu Y. Wang 42 0 0 28 Mar 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 44 0 0 28 Mar 2025
HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing Imagery Jingtao Li Y. Liu Xinyu Wang Yunning Peng Chen Sun ... Tian Ke Xiao Jiang Tangwei Lu Anran Zhao Yanfei Zhong VLM 50 0 0 27 Mar 2025
On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation? Francisco Mena Diego Arenas Miro Miranda A. Dengel 35 0 0 25 Mar 2025
DynamicVis: An Efficient and General Visual Foundation Model for Remote Sensing Image Understanding Keyan Chen Chenyang Liu Bowen Chen Wenyuan Li Zhengxia Zou Zhenwei Shi 39 2 0 20 Mar 2025
GAIR: Improving Multimodal Geo-Foundation Model with Geo-Aligned Implicit Representations Z. Liu Fan Zhang Junfeng Jiao Ni Lao Gengchen Mai 47 1 0 20 Mar 2025
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 38 0 0 17 Mar 2025
MEET: A Million-Scale Dataset for Fine-Grained Geospatial Scene Classification with Zoom-Free Remote Sensing Imagery Yansheng Li Yuning Wu Gong Cheng Chao Tao Bo Dang ... C. Zhang Y. Liu X. Tang Jiayi Ma Yongjun Zhang 42 0 0 14 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 36 1 0 14 Mar 2025
RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing Fengxiang Wang H. Wang Y. Wang Di Wang Mingshuo Chen ... Yangang Sun Shuo Wang L. Lan Wenjing Yang Jing Zhang Mamba 70 2 0 13 Mar 2025
On the Generalization of Representation Uncertainty in Earth Observation Spyros Kondylatos N. Bountos Dimitrios Michail Xiao Xiang Zhu Gustau Camps-Valls Ioannis Papoutsis 47 1 0 10 Mar 2025
A Survey of Foundation Models for Environmental Science Runlong Yu Shengyu Chen Yiqun Xie X. Jia AI4CE 50 1 0 05 Mar 2025
Lossy Neural Compression for Geospatial Analytics: A Review Carlos Gomes Isabelle Wittmann Damien Robert Johannes Jakubik Tim Reichelt ... Romeo Kienzler Rania Briq Sabrina Benassou Michele Lazzarini C. Albrecht 77 2 0 03 Mar 2025
Tell me why: Visual foundation models as self-explainable classifiers Hugues Turbé Mina Bjelogrlic G. Mengaldo Christian Lovis 61 0 0 26 Feb 2025
Remote Sensing Semantic Segmentation Quality Assessment based on Vision Language Model Huiying Shi Z. Tan Zhihan Zhang Hongchen Wei Yaosi Hu Yingxue Zhang Zhenzhong Chen 69 0 0 21 Feb 2025
MatchAnything: Universal Cross-Modality Image Matching with Large-Scale Pre-Training Xingyi He He Hao Yu Sida Peng Dongli Tan Zehong Shen Hujun Bao Xiaowei Zhou 39 3 0 13 Jan 2025
Advancements in Visual Language Models for Remote Sensing: Datasets, Capabilities, and Enhancement Techniques Lijie Tao H. Zhang Haizhao Jing Yu Liu Kelu Yao Guoting Wei Xizhe Xue 33 0 0 03 Jan 2025
Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation Hao Zhu Yan Zhu Jiayu Xiao Tianxiang Xiao Yike Ma Yucheng Zhang Feng Dai 78 0 0 05 Dec 2024
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model Huiyang Hu Peijin Wang Hanbo Bi Boyuan Tong Z. Wang ... Ziqi Zhang QiXiang Ye Kun Fu Xian Sun Xian Sun 96 0 0 27 Nov 2024
From Pixels to Prose: Advancing Multi-Modal Language Models for Remote Sensing X. Sun Benji Peng Charles Zhang Fei Jin Qian Niu ... Ming Li Pohsun Feng Ziqian Bi Ming Liu Y. Zhang 54 0 0 05 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 38 4 0 05 Nov 2024
OReole-FM: successes and challenges toward billion-parameter foundation models for high-resolution satellite imagery P. Dias A. Tsaris Jordan Bowman Abhishek Potnis Jacob Arndt H. Yang D. Lunga 19 5 0 25 Oct 2024
Exploring Foundation Models in Remote Sensing Image Change Detection: A Comprehensive Survey Zihan Yu Tianxiao Li Yuxin Zhu Rongze Pan 30 0 0 10 Oct 2024
Learning De-Biased Representations for Remote-Sensing Imagery Zichen Tian Zhaozheng Chen Qianru Sun 18 0 0 06 Oct 2024
How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks? Jose Sosa Mohamed Aloulou Danila Rukhovich Rim Sleimi Boonyarit Changaival Anis Kacem Djamila Aouada 20 0 0 27 Sep 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 29 1 0 20 Sep 2024
Rapid Adaptation of Earth Observation Foundation Models for Segmentation Karthick Panner Selvam Raúl Ramos-Pollán F. Kalaitzis AI4CE 18 4 0 16 Sep 2024
Uncertainty and Generalizability in Foundation Models for Earth Observation Raúl Ramos-Pollán F. Kalaitzis Karthick Panner Selvam 16 0 0 13 Sep 2024
Locate Anything on Earth: Advancing Open-Vocabulary Object Detection for Remote Sensing Community Jiancheng Pan Yanxing Liu Yuqian Fu Muyuan Ma Jiaohao Li D. Paudel Luc Van Gool Xiaomeng Huang ObjD 55 7 0 17 Aug 2024
EfficientCD: A New Strategy For Change Detection Based With Bi-temporal Layers Exchanged Sijun Dong Yuwei Zhu Geng Chen Xiaoliang Meng 16 2 0 22 Jul 2024
Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation Francisco Mena Diego Arenas A. Dengel OOD 16 0 0 22 Jul 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 22 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 25 3 0 26 Jun 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 56 19 0 17 Jun 2024
Towards Vision-Language Geo-Foundation Model: A Survey Yue Zhou Litong Feng Yiping Ke Xue Jiang Junchi Yan Xue Yang Wayne Zhang 32 15 0 13 Jun 2024
$A$^{2}$-MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder$ A $^{2}$ -MAE: A spatial-temporal-spectral unified remote sensing pre-training method based on anchor-aware masked autoencoder Lixian Zhang Yi Zhao Runmin Dong Jinxiao Zhang Shuai Yuan ... Weijia Li Wei Liu Wayne Zhang Litong Feng H. Fu 21 3 0 12 Jun 2024
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and RGB Data Matthew J Allen Francisco Dorr Joseph A. Gallego-Mejia Laura Martínez-Ferrer Anna Jungbluth Freddie Kalaitzis Raúl Ramos-Pollán 28 3 0 06 Jun 2024
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 24 6 0 30 May 2024
On the Foundations of Earth and Climate Foundation Models Xiao Xiang Zhu Zhitong Xiong Yi Wang Adam J. Stewart Konrad Heidler Yuanyuan Wang Zhenghang Yuan Thomas Dujardin Qingsong Xu Yilei Shi AI4Cl AI4CE 23 20 0 07 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 40 2 0 02 May 2024