Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2103.16607
Cited By
v1
v2 (latest)
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data
IEEE International Conference on Computer Vision (ICCV), 2021
30 March 2021
Oscar Manas
Alexandre Lacoste
Xavier Giró-i-Nieto
David Vazquez
Pau Rodríguez López
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data"
50 / 161 papers shown
Contrastive Heliophysical Image Pretraining for Solar Dynamics Observatory Records
Shiyu Shen
Zhe Gao
Taifeng Chai
Yang Huang
Bin Pan
195
0
0
28 Nov 2025
OlmoEarth: Stable Latent Image Modeling for Multimodal Earth Observation
Henry Herzog
Favyen Bastani
Yawen Zhang
Gabriel Tseng
Joseph Redmon
...
Hannah Kerner
Evan Shelhamer
Ali Farhadi
Ranjay Krishna
Patrick Beukema
VGen
239
3
0
17 Nov 2025
Landslide Hazard Mapping with Geospatial Foundation Models: Geographical Generalizability, Data Scarcity, and Band Adaptability
Wenwen Li
Sizhe Wang
Hyunho Lee
Chenyan Lu
Sujit Roy
Rahul Ramachandran
Chia-Yu Hsu
AI4CE
265
1
0
06 Nov 2025
Survey of Multimodal Geospatial Foundation Models: Techniques, Applications, and Challenges
Liling Yang
Ning Chen
Jun Yue
Yidan Liu
Jiayi Ma
Pedram Ghamisi
Antonio J. Plaza
Leyuan Fang
AI4TS
236
1
0
27 Oct 2025
Dimensionality Reduction for Remote Sensing Data Analysis: A Systematic Review of Methods and Applications
Nathan Mankovich
Kai-Hendrik Cohrs
Homer Durand
Vasileios Sitokonstantinou
T. Williams
Gustau Camps-Valls
161
0
0
21 Oct 2025
Mapping Hidden Heritage: Self-supervised Pre-training on High-Resolution LiDAR DEM Derivatives for Archaeological Stone Wall Detection
Zexian Huang
Mashnoon Islam
Brian Armstrong
Billy Bell
K. Khoshelham
Martin Tomko
183
0
0
20 Oct 2025
Do Satellite Tasks Need Special Pretraining?
Ani Vanyan
Alvard Barseghyan
Hakob Tamazyan
T. Galstyan
Vahan Huroyan
N. Hovakimyan
Hrant Khachatrian
SSL
VLM
227
0
0
19 Oct 2025
GeoLink: Empowering Remote Sensing Foundation Model with OpenStreetMap Data
Lubian Bai
Xiuyuan Zhang
Siqi Zhang
Zepeng Zhang
Haoyu Wang
Wei Qin
Shihong Du
AI4CE
144
1
0
30 Sep 2025
RiverScope: High-Resolution River Masking Dataset
Rangel Daroya
Taylor Rowley
Jonathan Flores
Elisa Friedmann
Fiona Bennitt
...
Thomas E. Howard
Yanqi Ye
Audrey Turcotte
Colin J. Gleason
Subhransu Maji
150
1
0
02 Sep 2025
RS-OOD: A Vision-Language Augmented Framework for Out-of-Distribution Detection in Remote Sensing
Yingrui Ji
Jiansheng Chen
Jingbo Chen
Anzhi Yue
Chenhao Wang
284
0
0
02 Sep 2025
SatDINO: A Deep Dive into Self-Supervised Pretraining for Remote Sensing
Jakub Straka
Ivan Gruber
139
0
0
29 Aug 2025
MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data
Antoine Labatie
Michael Vaccaro
Nina Lardiere
A. Garioud
Nicolas Gonthier
272
0
0
14 Aug 2025
Remote Sensing Image Intelligent Interpretation with the Language-Centered Perspective: Principles, Methods and Challenges
Haifeng Li
Wang Guo
Haiyang Wu
Mengwei Wu
Jipeng Zhang
Qing Zhu
Yu Liu
Xin Huang
Chao Tao
176
2
0
09 Aug 2025
SPEX: A Vision-Language Model for Land Cover Extraction on Spectral Remote Sensing Images
Dongchen Si
Di Wang
Erzhong Gao
Xiaolei Qin
Liu Zhao
...
Jianbo Zhan
Jianshe Wang
Lin Liu
Bo Du
Liangpei Zhang
158
2
0
07 Aug 2025
RingMo-Agent: A Unified Remote Sensing Foundation Model for Multi-Platform and Multi-Modal Reasoning
Huiyang Hu
Peijin Wang
Yingchao Feng
Kaiwen Wei
Wenxin Yin
...
Hanbo Bi
Kaiyue Kang
Tong Ling
Kun Fu
Xian Sun
234
8
0
28 Jul 2025
MONITRS: Multimodal Observations of Natural Incidents Through Remote Sensing
Shreelekha Revankar
Utkarsh Mall
Cheng Perng Phoo
Kavita Bala
Bharath Hariharan
147
0
0
22 Jul 2025
TESSERA: Precomputed FAIR Global Pixel Embeddings for Earth Representation and Analysis
Zhengpeng Feng
Clement Atzberger
S. Jaffer
Jovana Knezevic
Silja Sormunen
...
James Ball
Andrew Blake
Anil Madhavapeddy
Srinivasan Keshav
Srinivasan Keshav
735
14
0
25 Jun 2025
Scaling Laws for Geospatial Foundation Models: A case study on PhilEO Bench
Nikolaos Dionelis
Jente Bosmans
Riccardo Musto
Giancarlo Paoletti
Simone Sarti
Giacomo Cascarano
Casper Fibaek
Luke Camilleri
B. L. Saux
Alessandra Feliciotti
238
0
0
17 Jun 2025
OPTIMUS: Observing Persistent Transformations in Multi-temporal Unlabeled Satellite-data
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025
Raymond Yu
Paul Han
Josh Myers-Dean
Piper Wolters
Favyen Bastani
174
0
0
16 Jun 2025
MSSDF: Modality-Shared Self-supervised Distillation for High-Resolution Multi-modal Remote Sensing Image Learning
Tong Wang
Guanzhou Chen
Xiaodong Zhang
Chenxi Liu
Jiaqi Wang
Xiaoliang Tan
Wenchao Guo
Qingyuan Yang
Kaiqi Zhang
223
0
0
11 Jun 2025
A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images
Hengtong Shen
Haiyan Gu
Haitao Li
Yi Yang
Agen qiu
SSL
442
2
0
26 May 2025
RemoteSAM: Towards Segment Anything for Earth Observation
Liang Yao
Fan Liu
Delong Chen
Chuanyi Zhang
Yijun Wang
Ziyun Chen
Wei Xu
Shimin Di
Yuhui Zheng
821
23
0
23 May 2025
Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach
Pierre Adorni
M. Pham
Stéphane May
Sébastien Lefèvre
281
4
0
06 May 2025
A Genealogy of Foundation Models in Remote Sensing
Kevin Lane
Morteza Karimzadeh
482
1
0
24 Apr 2025
MIMRS: A Survey on Masked Image Modeling in Remote Sensing
Shabnam Choudhury
Akhil Vasim
Michael Schmitt
Biplab Banerjee
382
1
0
04 Apr 2025
FlexiMo: A Flexible Remote Sensing Foundation Model
Xuyang Li
Chenyu Li
Pedram Ghamisi
Danfeng Hong
284
26
0
31 Mar 2025
Ice-FMBench: A Foundation Model Benchmark for Sea Ice Type Segmentation
Samira Alkaee Taleghan
Morteza Karimzadeh
A. Barrett
Walter N. Meier
F. Banaei-Kashani
345
0
0
28 Mar 2025
A Survey on Remote Sensing Foundation Models: From Vision to Multimodality
Ziyue Huang
Hongxi Yan
Qiqi Zhan
Shuai Yang
Mingming Zhang
Yiming Lei
Chenkai Zhang
Zeming Liu
Qingjie Liu
Longji Xu
472
15
0
28 Mar 2025
HiRes-FusedMIM: A High-Resolution RGB-DSM Pre-trained Model for Building-Level Remote Sensing Applications
Guneet Mutreja
Philipp Schuegraf
Ksenia Bittner
AI4CE
262
0
0
24 Mar 2025
DynamicVis: Dynamic Visual Perception for Efficient Remote Sensing Foundation Models
Keyan Chen
Chenyang Liu
Bowen Chen
Wenyuan Li
Zhengxia Zou
Zhenwei Shi
Zhenwei Shi
324
19
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
616
3
0
17 Mar 2025
Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation
Leonard Waldmann
Ando Shah
Yi Wang
Nils Lehmann
Adam J. Stewart
Zhitong Xiong
Xiao Xiang Zhu
Stefan Bauer
John Chuang
368
22
0
13 Mar 2025
RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing
Fengxiang Wang
Hongru Wang
Longji Xu
Haiyan Zhao
Mingshuo Chen
...
Yangang Sun
Shuo Wang
L. Lan
Wenjing Yang
Jing Zhang
Mamba
639
10
0
13 Mar 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain Adaptation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025
Sachin Verma
Frank Lindseth
Gabriel Kiss
271
1
0
11 Mar 2025
How Does the Spatial Distribution of Pre-training Data Affect Geospatial Foundation Models?
Mirali Purohit
Gedeon Muhawenayo
Esther Rolf
Hannah Kerner
AI4CE
319
3
0
21 Jan 2025
AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference Framework
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Run Shao
Cheng Yang
Qiujun Li
Qing Zhu
Yongjun Zhang
...
Yu Liu
Yong Tang
Dapeng Liu
Shizhong Yang
Haifeng Li
600
0
0
08 Jan 2025
Geospatial Data Fusion: Combining Lidar, SAR, and Optical Imagery with AI for Enhanced Urban Mapping
Sajjad Afroosheh
Mohammadreza Askari
AI4CE
204
1
0
25 Dec 2024
AnySat: One Earth Observation Model for Many Resolutions, Scales, and Modalities
Computer Vision and Pattern Recognition (CVPR), 2024
Guillaume Astruc
Nicolas Gonthier
Clement Mallet
Loic Landrieu
347
5
0
18 Dec 2024
Global and Dense Embeddings of Earth: Major TOM Floating in the Latent Space
Mikolaj Czerkawski
Marcin Kluczek
Jędrzej S. Bojanowski
328
10
0
07 Dec 2024
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model
Huiyang Hu
Peijin Wang
Hanbo Bi
Boyuan Tong
Xiping Hu
...
Ziqi Zhang
Yaowei Wang
QiXiang Ye
Kun Fu
Xian Sun
798
9
0
27 Nov 2024
Pattern Integration and Enhancement Vision Transformer for Self-Supervised Learning in Remote Sensing
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Kaixuan Lu
Ruiqian Zhang
Xiao Huang
Yuxing Xie
Xiaogang Ning
Hanchao Zhang
Mengke Yuan
Pan Zhang
Tao Wang
Tongkui Liao
248
7
0
09 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines
International Conference on Learning Representations (ICLR), 2024
Zongzhe Xu
Ritvik Gupta
Wenduo Cheng
Alexander Shen
Junhong Shen
Ameet Talwalkar
M. Khodak
AI4CE
380
26
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
251
16
0
25 Oct 2024
Contrastive ground-level image and remote sensing pre-training improves representation learning for natural world imagery
European Conference on Computer Vision (ECCV), 2024
Andy V. Huynh
Lauren E. Gillespie
Jael Lopez-Saucedo
Claire Tang
Rohan Sikand
Moisés Expósito-Alonso
SSL
295
12
0
28 Sep 2024
Improving satellite imagery segmentation using multiple Sentinel-2 revisits
Kartik Jindgar
Grace W. Lindsay
328
2
0
25 Sep 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With Affine Transformation Contrastive Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Wenhui Diao
Haichen Yu
Kaiyue Kang
Tong Ling
Di Liu
...
Hanbo Bi
Libo Ren
Xuexue Li
Yongqiang Mao
Xian Sun
1.1K
13
0
20 Sep 2024
On the Generalizability of Foundation Models for Crop Type Mapping
Yi-Chia Chang
Adam J. Stewart
Favyen Bastani
Piper Wolters
Shreya Kannan
George R. Huber
Jingtong Wang
Arindam Banerjee
527
5
0
14 Sep 2024
SpectralEarth: Training Hyperspectral Foundation Models at Scale
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2024
Nassim Ait Ali Braham
C. Albrecht
Julien Mairal
J. Chanussot
Yi Wang
X. Zhu
342
43
0
15 Aug 2024
Masked Angle-Aware Autoencoder for Remote Sensing Images
European Conference on Computer Vision (ECCV), 2024
Zhihao Li
B. Hou
Siteng Ma
Zitong Wu
Xianpeng Guo
Bo Ren
Licheng Jiao
328
33
0
04 Aug 2024
Cross-Layer Feature Pyramid Transformer for Small Object Detection in Aerial Images
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Zewen Du
Zhenjiang Hu
Guiyu Zhao
Ying Jin
Hongbin Ma
ViT
457
45
0
29 Jul 2024
1
2
3
4
Next
Page 1 of 4
