Papers citing 'OmniSat: Self-Supervised Modality Fusion for Earth Observation'

Title
GEO-Bench-2: From Performance to Capability, Rethinking Evaluation in Geospatial AI Naomi Simumba Nils Lehmann Paolo Fraccaro Hamed Alemohammad Geeth De Mel ... Nicolas Longépé Xiao Xiang Zhu Hannah Kerner Juan Bernabé-Moreno Alexander Lacoste ELM VLM 122 1 0 19 Nov 2025
SARVLM: A Vision Language Foundation Model for Semantic Understanding and Target Recognition in SAR Imagery Qiwei Ma Zhiyu Wang Wang Liu Xukun Lu Bin Deng Puhong Duan Xudong Kang Shutao Li VLM 197 0 0 26 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 84 0 0 30 Sep 2025
Zero-Shot Multi-Spectral Learning: Reimagining a Generalist Multimodal Gemini 2.5 Model for Remote Sensing Applications Ganesh Mallya Yotam Gigi Dahun Kim Maxim Neumann Genady Beryozkin Tomer Shekel A. Angelova VLM 68 0 0 23 Sep 2025
Can multimodal representation learning by alignment preserve modality-specific information? Romain Thoreau Jessie Levillain Dawa Derksen 56 0 0 22 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 72 1 0 02 Sep 2025
Trees as Gaussians: Large-Scale Individual Tree Mapping Dimitri Gominski Martin Brandt X. Tong Siyu Liu Maurice Mugabowindekwe Sizhuo Li Florian Reiner Andrew Davies R. Fensholt 76 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 168 0 0 14 Aug 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 525 9 0 25 Jun 2025
Position Prediction Self-Supervised Learning for Multimodal Satellite Imagery Semantic Segmentation John Waithaka Moise Busogi SSL 140 0 0 07 Jun 2025
TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series Xiaolei Qin Haiyan Zhao Jing Zhang Fengxiang Wang Xin Su Bo Du Liangpei Zhang AI4TS 276 0 0 13 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 267 1 0 25 Apr 2025
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval Shabnam Choudhury Yash Salunkhe Sarthak Mehrotra Biplab Banerjee 219 2 0 04 Apr 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 482 13 0 14 Mar 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection Romain Thoreau Valerio Marsocci Dawa Derksen AI4CE 290 6 0 12 Mar 2025
DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications Ibrahim Fayad Max Zimmer Martin Schwartz P. Ciais Fabian Gieseke Gabriel Belouze Sarah Brood A. D. Truchis Alexandre d’Aspremont AI4TS 308 0 0 24 Feb 2025
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models Nikolaos Dionelis Jente Bosmans Alessandra Feliciotti 507 0 0 19 Feb 2025
Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach Francisco Mena Diego Arenas A. Dengel 268 1 0 03 Jan 2025
SpectralEarth: Training Hyperspectral Foundation Models at ScaleIEEE 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 225 28 0 15 Aug 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 235 6 0 11 Jul 2024
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote SensingIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024 Jakob Hackstein Gencer Sumbul Kai Norman Clasen Begüm Demir 270 11 0 15 Jan 2024
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 1.1K 4,602 0 17 Jun 2020

GEO-Bench-2: From Performance to Capability, Rethinking Evaluation in Geospatial AI

...

122

1

0

19 Nov 2025

SARVLM: A Vision Language Foundation Model for Semantic Understanding and Target Recognition in SAR Imagery

197

0

26 Oct 2025

GeoLink: Empowering Remote Sensing Foundation Model with OpenStreetMap Data

84

0

30 Sep 2025

Zero-Shot Multi-Spectral Learning: Reimagining a Generalist Multimodal Gemini 2.5 Model for Remote Sensing Applications

68

0

23 Sep 2025

Can multimodal representation learning by alignment preserve modality-specific information?

Romain Thoreau

Jessie Levillain

Dawa Derksen

56

0

22 Sep 2025

RiverScope: High-Resolution River Masking Dataset

...

72

1

0

02 Sep 2025

Trees as Gaussians: Large-Scale Individual Tree Mapping

Maurice Mugabowindekwe

76

0

29 Aug 2025

MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data

168

0

14 Aug 2025

TESSERA: Precomputed FAIR Global Pixel Embeddings for Earth Representation and Analysis

...

525

9

0

25 Jun 2025

Position Prediction Self-Supervised Learning for Multimodal Satellite Imagery Semantic Segmentation

John Waithaka

Moise Busogi

SSL

140

0

07 Jun 2025

TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series

276

0

13 May 2025

SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology

267

1

0

25 Apr 2025

REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval

219

2

0

04 Apr 2025

Towards a Unified Copernicus Foundation Model for Earth Vision

...

482

13

0

14 Mar 2025

Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection

290

6

0

12 Mar 2025

DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications

Alexandre d’Aspremont

AI4TS

308

0

24 Feb 2025

CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models

Nikolaos Dionelis

Jente Bosmans

Alessandra Feliciotti

507

0

19 Feb 2025

Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach

Francisco Mena

Diego Arenas

A. Dengel

268

1

0

03 Jan 2025

SpectralEarth: Training Hyperspectral Foundation Models at ScaleIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2024

Nassim Ait Ali Braham

225

28

0

15 Aug 2024