Geography-Aware Self-Supervised Learning

19 November 2020

Papers citing "Geography-Aware Self-Supervised Learning"

50 / 133 papers shown

Title
TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series Xiaolei Qin Di Wang J. Zhang Fengxiang Wang Xin Su Bo Du Liangpei Zhang AI4TS 18 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 41 0 0 06 May 2025
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology Elena Plekhanova Damien Robert Johannes Dollinger Emilia Arens Philipp Brun Jan Dirk Wegner Niklaus Zimmermann 19 0 0 25 Apr 2025
A Genealogy of Multi-Sensor Foundation Models in Remote Sensing Kevin Lane Morteza Karimzadeh 36 0 0 24 Apr 2025
SatelliteCalculator: A Multi-Task Vision Foundation Model for Quantitative Remote Sensing Inversion Zhenyu Yu Mohd Yamani Idna Idris Pei Wang 26 0 0 18 Apr 2025
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring Emmanuel Azuh Mensah Joban Mand Yueheng Ou Min Jang Kurtis Heimerl 34 0 0 11 Apr 2025
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval Shabnam Choudhury Yash Salunkhe Sarthak Mehrotra Biplab Banerjee 34 0 0 04 Apr 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing Shabnam Choudhury Akhil Vasim Michael Schmitt Biplab Banerjee 30 0 0 04 Apr 2025
FlexiMo: A Flexible Remote Sensing Foundation Model Xuyang Li Chenyu Li Pedram Ghamisi Danfeng Hong 40 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
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 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
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 75 2 0 13 Mar 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain Adaptation Sachin Verma Frank Lindseth Gabriel Kiss 55 0 0 11 Mar 2025
SAR-W-MixMAE: SAR Foundation Model Training Using Backscatter Power Weighting Ali Caglayan Nevrez Imamoglu T. Kouyama 65 0 0 03 Mar 2025
Geospatial Data Fusion: Combining Lidar, SAR, and Optical Imagery with AI for Enhanced Urban Mapping Sajjad Afroosheh Mohammadreza Askari AI4CE 32 0 0 25 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 98 0 0 27 Nov 2024
Enhancing GeoAI and location encoding with spatial point pattern statistics: A Case Study of Terrain Feature Classification Sizhe Wang Wenwen Li 65 0 0 21 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
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction Yiqing Guo K. Mokany S. Levick Jinyan Yang P. Moghadam MDE 33 2 0 25 Oct 2024
Contrastive ground-level image and remote sensing pre-training improves representation learning for natural world imagery Andy V. Huynh Lauren E. Gillespie Jael Lopez-Saucedo Claire Tang Rohan Sikand Moisés Expósito-Alonso SSL 30 5 0 28 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
Deep Clustering of Remote Sensing Scenes through Heterogeneous Transfer Learning Isaac Ray Alexei Skurikhin 95 0 0 05 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 61 7 0 17 Aug 2024
Mapping Land Naturalness from Sentinel-2 using Deep Contextual and Geographical Priors Burak Ekim Michael Schmitt 25 0 0 27 Jun 2024
WV-Net: A foundation model for SAR WV-mode satellite imagery trained using contrastive self-supervised learning on 10 million images Yannik Glaser J. Stopa Linnea M. Wolniewicz Ralph Foster Doug Vandemark A. Mouche Bertrand Chapron Peter Sadowski 25 1 0 26 Jun 2024
Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model Zhuo Zheng Stefano Ermon Dongjun Kim Liangpei Zhang Yanfei Zhong DiffM 45 20 0 26 Jun 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning Nemin Wu Qian Cao Zhangyu Wang Zeping Liu Yanlin Qi ... Stefano Ermon T. Ganu A. Nambi Ni Lao Gengchen Mai 61 15 0 21 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 59 23 0 17 Jun 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts Samar Khanna Medhanie Irgau David B. Lobell Stefano Ermon VLM 30 4 0 16 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 31 4 0 12 Jun 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin S. Yiu Qi Tian Christian S. Jensen AI4TS 52 7 0 15 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 26 21 0 07 May 2024
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning Vishal Nedungadi A. Kariryaa Stefan Oehmcke Serge J. Belongie Christian Igel Nico Lang 37 24 0 04 May 2024
S4: Self-Supervised Sensing Across the Spectrum Jay Shenoy Xinjian Davis Zhang Shlok Mehrotra Bill Tao Rem Yang Han Zhao Deepak Vasisht AI4TS 27 2 0 02 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 48 2 0 02 May 2024
Pretraining Billion-scale Geospatial Foundational Models on Frontier A. Tsaris P. Dias Abhishek Potnis Junqi Yin Feiyi Wang D. Lunga AI4CE 30 4 0 17 Apr 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 30 24 0 12 Apr 2024
Bridging Remote Sensors with Multisensor Geospatial Foundation Models Boran Han Shuai Zhang Xingjian Shi Markus Reichstein 24 22 0 01 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 30 19 0 30 Mar 2024
SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation Aysim Toker Marvin Eisenberger Daniel Cremers Laura Leal-Taixé DiffM 32 19 0 25 Mar 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 69 12 0 22 Mar 2024
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Di Wang Jing Zhang Minqiang Xu Lin Liu Dongsheng Wang ... Chengxi Han Haonan Guo Bo Du Dacheng Tao L. Zhang 31 44 0 20 Mar 2024
EarthLoc: Astronaut Photography Localization by Indexing Earth from Space Gabriele Berton Alex Stoken Barbara Caputo Carlo Masone 24 3 0 11 Mar 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 24 35 0 02 Feb 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
SwiMDiff: Scene-wide Matching Contrastive Learning with Diffusion Constraint for Remote Sensing Image Jiayuan Tian Jie Lei Jiaqing Zhang Weiying Xie Yunsong Li 28 12 0 10 Jan 2024
Generic Knowledge Boosted Pre-training For Remote Sensing Images Ziyue Huang Mingming Zhang Yuan Gong Qingjie Liu Yunhong Wang VLM 28 14 0 09 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
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing Zhecheng Wang R. Prabha Tianyuan Huang Jiajun Wu Ram Rajagopal 34 53 0 20 Dec 2023