Geographical Knowledge-driven Representation Learning for Remote Sensing Images

12 July 2021

Papers citing "Geographical Knowledge-driven Representation Learning for Remote Sensing Images"

31 / 31 papers shown

Title
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
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
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
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
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
$A$^{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
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining Yi Wang C. Albrecht Xiao Xiang Zhu 30 6 0 30 May 2024
MarsSeg: Mars Surface Semantic Segmentation with Multi-level Extractor and Connector Junbo Li Keyan Chen Gengju Tian Lu Li Z. Shi 39 1 0 05 Apr 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 29 44 0 20 Mar 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
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 19 6 0 27 Nov 2023
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding Mingming Zhang Qingjie Liu Yunhong Wang 22 5 0 28 Sep 2023
Remote Sensing Object Detection Meets Deep Learning: A Meta-review of Challenges and Advances Xiangrong Zhang Tianyang Zhang Guanchun Wang Peng Zhu Xu Tang Xiuping Jia Licheng Jiao ObjD 33 46 0 13 Sep 2023
RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model Keyan Chen Chenyang Liu Hao Chen Haotian Zhang Wenyuan Li Zhengxia Zou Z. Shi VLM 16 200 0 28 Jun 2023
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
Vision-Language Models in Remote Sensing: Current Progress and Future Trends Xiang Li Congcong Wen Yuan Hu Zhenghang Yuan Xiao Xiang Zhu VLM 16 71 0 09 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 78 58 0 01 May 2023
CMID: A Unified Self-Supervised Learning Framework for Remote Sensing Image Understanding Dilxat Muhtar Xue-liang Zhang P. Xiao Zhenshi Li Feng-Xue Gu SSL 29 48 0 19 Apr 2023
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates V. Marsocci Nicolas Gonthier A. Garioud Simone Scardapane Clement Mallet 17 11 0 16 Apr 2023
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao L. Zhang 23 242 0 08 Aug 2022
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery Yezhen Cong Samarth Khanna Chenlin Meng Patrick Liu Erik Rozi Yutong He Marshall Burke David B. Lobell Stefano Ermon ViT 17 246 0 17 Jul 2022
Consecutive Pretraining: A Knowledge Transfer Learning Strategy with Relevant Unlabeled Data for Remote Sensing Domain Tong Zhang Peng Gao Hao-Chen Dong Zhuang Yin Guanqun Wang Wei Zhang He Chen 20 33 0 08 Jul 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 14 217 0 27 Jun 2022
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection W. G. C. Bandara Nithin Gopalakrishnan Nair Vishal M. Patel DiffM 16 4 0 23 Jun 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 15 38 0 27 May 2022
Continual Barlow Twins: continual self-supervised learning for remote sensing semantic segmentation V. Marsocci Simone Scardapane CLL 24 25 0 23 May 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 23 190 0 06 Apr 2022
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Behnood Rasti Danfeng Hong Renlong Hang Pedram Ghamisi Xudong Kang Jocelyn Chanussot J. Benediktsson 47 403 0 05 Mar 2020
Self-Supervised Feature Learning by Learning to Spot Artifacts Simon Jenni Paolo Favaro SSL 137 127 0 13 Jun 2018
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 244 1,275 0 06 Mar 2017