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SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for
  Self-Supervised Learning in Earth Observation

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

13 November 2022
Yi Wang
Nassim Ait Ali Braham
Zhitong Xiong
Chenying Liu
C. Albrecht
Xiao Xiang Zhu
ArXivPDFHTML

Papers citing "SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation"

50 / 50 papers shown
Title
Predicting butterfly species presence from satellite imagery using soft contrastive regularisation
Predicting butterfly species presence from satellite imagery using soft contrastive regularisation
Thijs L van der Plas
Stephen Law
Michael JO Pocock
29
0
0
14 May 2025
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology
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
24
0
0
25 Apr 2025
Fine-tune Smarter, Not Harder: Parameter-Efficient Fine-Tuning for Geospatial Foundation Models
Fine-tune Smarter, Not Harder: Parameter-Efficient Fine-Tuning for Geospatial Foundation Models
Francesc Marti Escofet
Benedikt Blumenstiel
L. Scheibenreif
P. Fraccaro
Konrad Schindler
48
0
0
24 Apr 2025
Towards a Unified Copernicus Foundation Model for Earth Vision
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
50
1
0
14 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
51
1
0
13 Mar 2025
SpectralEarth: Training Hyperspectral Foundation Models at Scale
SpectralEarth: Training Hyperspectral Foundation Models at Scale
Nassim Ait Ali Braham
C. Albrecht
Julien Mairal
J. Chanussot
Yi Wang
X. Zhu
38
12
0
15 Aug 2024
Evaluating and Benchmarking Foundation Models for Earth Observation and
  Geospatial AI
Evaluating and Benchmarking Foundation Models for Earth Observation and Geospatial AI
Nikolaos Dionelis
Casper Fibaek
Luke Camilleri
Andreas Luyts
Jente Bosmans
B. L. Saux
35
3
0
26 Jun 2024
A$^{2}$-MAE: A spatial-temporal-spectral unified remote sensing
  pre-training method based on anchor-aware masked autoencoder
A2^{2}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
Xue Jiang
H. Fu
41
4
0
12 Jun 2024
Rapid Wildfire Hotspot Detection Using Self-Supervised Learning on
  Temporal Remote Sensing Data
Rapid Wildfire Hotspot Detection Using Self-Supervised Learning on Temporal Remote Sensing Data
Luca Barco
Angelica Urbanelli
Claudio Rossi
32
0
0
30 May 2024
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from
  time series Multispectral Data
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from time series Multispectral Data
Ziyang Zhang
Plamen Angelov
D. Kangin
Nicolas Longépé
AI4CE
46
1
0
13 May 2024
Remote Diffusion
Remote Diffusion
Kunal Sunil Kasodekar
20
0
0
07 May 2024
On the Foundations of Earth and Climate Foundation Models
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
31
21
0
07 May 2024
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial
  Representation Learning
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning
Vishal Nedungadi
A. Kariryaa
Stefan Oehmcke
Serge J. Belongie
Christian Igel
Nico Lang
42
25
0
04 May 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation
OmniSat: Self-Supervised Modality Fusion for Earth Observation
Guillaume Astruc
Nicolas Gonthier
Clement Mallet
Loic Landrieu
38
25
0
12 Apr 2024
QuakeSet: A Dataset and Low-Resource Models to Monitor Earthquakes
  through Sentinel-1
QuakeSet: A Dataset and Low-Resource Models to Monitor Earthquakes through Sentinel-1
Daniele Rege Cambrin
Paolo Garza
27
6
0
26 Mar 2024
Neural Embedding Compression For Efficient Multi-Task Earth Observation
  Modelling
Neural Embedding Compression For Efficient Multi-Task Earth Observation Modelling
Carlos Gomes
Thomas Brunschwiler
24
0
0
26 Mar 2024
Neural Plasticity-Inspired Multimodal Foundation Model for Earth
  Observation
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
78
12
0
22 Mar 2024
Estimating Physical Information Consistency of Channel Data Augmentation
  for Remote Sensing Images
Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images
Tom Burgert
Begüm Demir
43
2
0
21 Mar 2024
On the Effectiveness of Distillation in Mitigating Backdoors in
  Pre-trained Encoder
On the Effectiveness of Distillation in Mitigating Backdoors in Pre-trained Encoder
Tingxu Han
Shenghan Huang
Ziqi Ding
Dongrui Liu
Yebo Feng
...
Hanwei Qian
Cong Wu
Quanjun Zhang
Yang Liu
Zhenyu Chen
28
8
0
06 Mar 2024
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model
  via Cross-modal Alignment
Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment
Angelos Zavras
Dimitrios Michail
Begüm Demir
Ioannis Papoutsis
VLM
35
11
0
15 Feb 2024
One for All: Toward Unified Foundation Models for Earth Vision
One for All: Toward Unified Foundation Models for Earth Vision
Zhitong Xiong
Yi Wang
Fahong Zhang
Xiao Xiang Zhu
37
18
0
15 Jan 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models
PhilEO Bench: Evaluating Geo-Spatial Foundation Models
Casper Fibaek
Luke Camilleri
Andreas Luyts
Nikolaos Dionelis
B. L. Saux
44
16
0
09 Jan 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing
Hugo Chan-To-Hing
B. Veeravalli
27
8
0
05 Jan 2024
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards
  Universal Interpretation for Earth Observation Imagery
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery
Xin Guo
Jiangwei Lao
Bo Dang
Yingying Zhang
Lei Yu
...
Jian Wang
Jingdong Chen
Ming Yang
Yongjun Zhang
Yansheng Li
36
117
0
15 Dec 2023
Better, Not Just More: Data-Centric Machine Learning for Earth Observation
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
34
10
0
08 Dec 2023
Zooming Out on Zooming In: Advancing Super-Resolution for Remote Sensing
Zooming Out on Zooming In: Advancing Super-Resolution for Remote Sensing
Piper Wolters
F. Bastani
Aniruddha Kembhavi
24
2
0
29 Nov 2023
SatCLIP: Global, General-Purpose Location Embeddings with Satellite
  Imagery
SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery
Konstantin Klemmer
Esther Rolf
Caleb Robinson
Lester Mackey
M. Rußwurm
SSL
20
64
0
28 Nov 2023
Charting New Territories: Exploring the Geographic and Geospatial
  Capabilities of Multimodal LLMs
Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs
Jonathan Roberts
Timo Lüddecke
Rehan Sheikh
Kai Han
Samuel Albanie
MLLM
21
26
0
24 Nov 2023
CROMA: Remote Sensing Representations with Contrastive Radar-Optical
  Masked Autoencoders
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders
A. Fuller
K. Millard
James R. Green
26
60
0
01 Nov 2023
Feature Guided Masked Autoencoder for Self-supervised Learning in Remote
  Sensing
Feature Guided Masked Autoencoder for Self-supervised Learning in Remote Sensing
Yi Wang
Hugo Hernández Hernández
C. Albrecht
Xiao Xiang Zhu
39
30
0
28 Oct 2023
Robust Burned Area Delineation through Multitask Learning
Robust Burned Area Delineation through Multitask Learning
Edoardo Arnaudo
Luca Barco
Matteo Merlo
Claudio Rossi
11
0
0
15 Sep 2023
Decoupling Common and Unique Representations for Multimodal
  Self-supervised Learning
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning
Yi Wang
C. Albrecht
Nassim Ait Ali Braham
Chenying Liu
Zhitong Xiong
Xiaoxiang Zhu
SSL
25
16
0
11 Sep 2023
Self-Supervised Learning for Improved Synthetic Aperture Sonar Target
  Recognition
Self-Supervised Learning for Improved Synthetic Aperture Sonar Target Recognition
BW Sheffield
23
1
0
27 Jul 2023
Ben-ge: Extending BigEarthNet with Geographical and Environmental Data
Ben-ge: Extending BigEarthNet with Geographical and Environmental Data
Michael Mommert
Nicolas Kesseli
Joelle Hanna
L. Scheibenreif
Damian Borth
Begüm Demir
56
6
0
04 Jul 2023
In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene
  Classification
In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene Classification
I. Dimitrovski
Ivan Kitanovski
Nikola Simidjievski
D. Kocev
SSL
25
4
0
04 Jul 2023
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery
SSL4EO-L: Datasets and Foundation Models for Landsat Imagery
Adam J. Stewart
Nils Lehmann
Isaac Corley
Yi Wang
Yi-Chia Chang
Nassim Ait Ali Braham
Shradha Sehgal
Caleb Robinson
Arindam Banerjee
29
29
0
15 Jun 2023
GEO-Bench: Toward Foundation Models for Earth Monitoring
GEO-Bench: Toward Foundation Models for Earth Monitoring
Alexandre Lacoste
Nils Lehmann
Pau Rodríguez López
Evan D. Sherwin
Hannah Kerner
...
David Vazquez
Dava Newman
Yoshua Bengio
Stefano Ermon
Xiao Xiang Zhu
SSL
ALM
AI4CE
14
56
0
06 Jun 2023
Continuous Cross-resolution Remote Sensing Image Change Detection
Continuous Cross-resolution Remote Sensing Image Change Detection
Hao Chen
Haotian Zhang
Keyan Chen
Chenyao Zhou
Songhang Chen
Zhengxia Zou
Z. Shi
29
22
0
24 May 2023
Revisiting pre-trained remote sensing model benchmarks: resizing and
  normalization matters
Revisiting pre-trained remote sensing model benchmarks: resizing and normalization matters
Isaac Corley
Caleb Robinson
Rahul Dodhia
J. L. Ferres
Peyman Najafirad
43
14
0
22 May 2023
A Billion-scale Foundation Model for Remote Sensing Images
A Billion-scale Foundation Model for Remote Sensing Images
Keumgang Cha
Junghoon Seo
Taekyung Lee
32
64
0
11 Apr 2023
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image
  Understanding
SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understanding
F. Bastani
Piper Wolters
Ritwik Gupta
Joe Ferdinando
Aniruddha Kembhavi
30
98
0
28 Nov 2022
Contrastive pretraining for semantic segmentation is robust to noisy
  positive pairs
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs
Sebastian Gerard
Josephine Sullivan
24
1
0
24 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms,
  Challenges, and Future Works
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works
Chao Tao
Ji Qi
Mingning Guo
Qing Zhu
Haifeng Li
SSL
24
56
0
15 Nov 2022
Improving Contrastive Learning on Visually Homogeneous Mars Rover Images
Improving Contrastive Learning on Visually Homogeneous Mars Rover Images
I. Ward
Charles Moore
Kai Pak
Jingdao Chen
Edwin Y. Goh
SSL
17
2
0
17 Oct 2022
EarthNets: Empowering AI in Earth Observation
EarthNets: Empowering AI in Earth Observation
Zhitong Xiong
Fahong Zhang
Yi Wang
Yilei Shi
Xiao Xiang Zhu
86
73
0
10 Oct 2022
TOV: The Original Vision Model for Optical Remote Sensing Image
  Understanding via Self-supervised Learning
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning
Chao Tao
Ji Qi
Guo Zhang
Qing Zhu
Weipeng Lu
Haifeng Li
42
40
0
10 Apr 2022
TorchGeo: Deep Learning With Geospatial Data
TorchGeo: Deep Learning With Geospatial Data
Adam J. Stewart
Caleb Robinson
Isaac Corley
Anthony Ortiz
J. L. Ferres
Arindam Banerjee
3DPC
26
76
0
17 Nov 2021
Masked Autoencoders Are Scalable Vision Learners
Masked Autoencoders Are Scalable Vision Learners
Kaiming He
Xinlei Chen
Saining Xie
Yanghao Li
Piotr Dollár
Ross B. Girshick
ViT
TPM
305
7,443
0
11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers
Emerging Properties in Self-Supervised Vision Transformers
Mathilde Caron
Hugo Touvron
Ishan Misra
Hervé Jégou
Julien Mairal
Piotr Bojanowski
Armand Joulin
317
5,785
0
29 Apr 2021
Improved Baselines with Momentum Contrastive Learning
Improved Baselines with Momentum Contrastive Learning
Xinlei Chen
Haoqi Fan
Ross B. Girshick
Kaiming He
SSL
267
3,371
0
09 Mar 2020
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