Title
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
SpectrumFM: A Foundation Model for Intelligent Spectrum Management F. Zhou Chunyu Liu Hao Zhang W. Wu Qihui Wu Derrick Wing Kwan Ng Tony Q. S. Quek Chan-Byoung Chae 19 0 0 02 May 2025
CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis Alexander Baumann Leonardo Ayala S. Jan Sellner Alexander Studier-Fischer Berkin Özdemir Lena Maier-Hein Slobodan Ilic 51 0 0 27 Apr 2025
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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 91 0 0 08 Apr 2025
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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
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data Haozhe Si Yuxuan Wan Minh Do Deepak Vasisht Han Zhao Hendrik Hamann 41 0 0 17 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
UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction Chenyu Li Danfeng Hong Bing Zhang Yuxuan Li Gustau Camps-Valls X. Zhu J. Chanussot 58 1 0 24 Feb 2025
Hybrid State-Space and GRU-based Graph Tokenization Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Hassaan Farooq Butt Muhammad Usama Manuel Mazzara Salvatore Distefano Adil Mehmood Khan Danfeng Hong 54 0 0 10 Feb 2025
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention Shanwen Wang Changrui Chen Xin Sun Danfeng Hong Jungong Han 29 0 0 18 Jan 2025
BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response Hongruixuan Chen Jian Song Olivier Dietrich Clifford Broni-Bediako Weihao Xuan ... Yimin Wei J. Xia Cuiling Lan Konrad Schindler Naoto Yokoya 78 5 0 10 Jan 2025
Generalization-Enhanced Few-Shot Object Detection in Remote Sensing Hui Lin Nan Li Pengjuan Yao Kexin Dong Yuhan Guo Danfeng Hong Y. Zhang Congcong Wen 84 4 0 05 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
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 98 0 0 27 Nov 2024
Irregular Tensor Low-Rank Representation for Hyperspectral Image Representation Bo Han Yuheng Jia Hui Liu Junhui Hou 33 0 0 24 Oct 2024
IVGF: The Fusion-Guided Infrared and Visible General Framework Fangcen Liu Chenqiang Gao Fang Chen Pengcheng Li Junjie Guo Deyu Meng 29 0 0 02 Sep 2024
BihoT: A Large-Scale Dataset and Benchmark for Hyperspectral Camouflaged Object Tracking Hanzheng Wang Wei Li X. Xia Qian Du 55 1 0 22 Aug 2024
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification Muhammad Ahmad Muhammad Usama Manual Mazzara Mamba 66 9 0 02 Aug 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 59 23 0 17 Jun 2024
Effective Data Selection for Seismic Interpretation through Disagreement Ryan Benkert M. Prabhushankar Ghassan AlRegib 32 2 0 01 Jun 2024
Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events Xin Wu Zhanchao Huang Li Wang Jocelyn Chanussot Jiaojiao Tian 20 5 0 14 May 2024
DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation Lingyan Ran Lushuang Wang Tao Zhuo Yinghui Xing 29 5 0 05 Mar 2024
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 32 10 0 08 Dec 2023
SAM-Assisted Remote Sensing Imagery Semantic Segmentation with Object and Boundary Constraints Xianping Ma Qianqian Wu Xingyu Zhao Xiaokang Zhang Man-On Pun Bo Huang 29 42 0 05 Dec 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
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020