v1v2v3 (latest)

SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery

Neural Information Processing Systems (NeurIPS), 2022

17 July 2022

ArXiv (abs)PDF HTML Github (240★)

Papers citing "SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery"

50 / 125 papers shown

RAMEN: Resolution-Adjustable Multimodal Encoder for Earth Observation

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UniDiff: Parameter-Efficient Adaptation of Diffusion Models for Land Cover Classification with Multi-Modal Remotely Sensed Imagery and Sparse Annotations

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101

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CrossEarth-Gate: Fisher-Guided Adaptive Tuning Engine for Efficient Adaptation of Cross-Domain Remote Sensing Semantic Segmentation

...

299

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REMSA: Foundation Model Selection for Remote Sensing via a Constraint-Aware Agent

164

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OlmoEarth: Stable Latent Image Modeling for Multimodal Earth Observation

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254

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DI3CL: Contrastive Learning With Dynamic Instances and Contour Consistency for SAR Land-Cover Classification Foundation Model

245

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Landslide Hazard Mapping with Geospatial Foundation Models: Geographical Generalizability, Data Scarcity, and Band Adaptability

282

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Global 3D Reconstruction of Clouds & Tropical Cyclones

Kyriaki-Margarita Bintsi

Emiliano Diaz Salas-Porras

128

06 Nov 2025

Cropland Mapping using Geospatial Embeddings

146

04 Nov 2025

ZeroFlood: Flood Hazard Mapping from Single-Modality SAR Using Geo-Foundation Models

Hyeongkyun Kim

Orestis Oikonomou

AI4CE VGen

154

27 Oct 2025

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

326

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SITS-DECO: A Generative Decoder Is All You Need For Multitask Satellite Image Time Series Modelling

Samuel J. Barrett

Docko Sow

144

21 Oct 2025

Do Satellite Tasks Need Special Pretraining?

237

19 Oct 2025

PointNSP: Autoregressive 3D Point Cloud Generation with Next-Scale Level-of-Detail Prediction

498

07 Oct 2025

GeoLink: Empowering Remote Sensing Foundation Model with OpenStreetMap Data

157

30 Sep 2025

Environment-Aware Satellite Image Generation with Diffusion Models

169

29 Sep 2025

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

156

23 Sep 2025

Visual Instruction Pretraining for Domain-Specific Foundation Models

355

22 Sep 2025

CSMoE: An Efficient Remote Sensing Foundation Model with Soft Mixture-of-Experts

Leonard Hackel

Tom Burgert

Begüm Demir

255

17 Sep 2025

RS-OOD: A Vision-Language Augmented Framework for Out-of-Distribution Detection in Remote Sensing

308

02 Sep 2025

SatDINO: A Deep Dive into Self-Supervised Pretraining for Remote Sensing

Jakub Straka

Ivan Gruber

153

29 Aug 2025

S5: Scalable Semi-Supervised Semantic Segmentation in Remote Sensing

334

17 Aug 2025

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

317

14 Aug 2025

ChatENV: An Interactive Vision-Language Model for Sensor-Guided Environmental Monitoring and Scenario Simulation

195

14 Aug 2025

TerraMAE: Learning Spatial-Spectral Representations from Hyperspectral Earth Observation Data via Adaptive Masked Autoencoders

Tanjim Bin Faruk

Abdul Matin

Shrideep Pallickara

Sangmi Lee Pallickara

119

09 Aug 2025

SpectralX: Parameter-efficient Domain Generalization for Spectral Remote Sensing Foundation Models

254

03 Aug 2025

L-MCAT: Unpaired Multimodal Transformer with Contrastive Attention for Label-Efficient Satellite Image Classification

Mitul Goswami

Mrinal Goswami

148

27 Jul 2025

Deploying Geospatial Foundation Models in the Real World: Lessons from WorldCereal

126

16 Jul 2025

GreenHyperSpectra: A multi-source hyperspectral dataset for global vegetation trait prediction

268

09 Jul 2025

From General to Specialized: The Need for Foundational Models in Agriculture

317

07 Jul 2025

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

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761

25 Jun 2025

Leveraging Satellite Image Time Series for Accurate Extreme Event Detection

Heng Fang

Hossein Azizpour

237

13 Jun 2025

AgriPotential: A Novel Multi-Spectral and Multi-Temporal Remote Sensing Dataset for Agricultural PotentialsInternational Conference on Content-Based Multimedia Indexing (CBMI), 2025

Mohammad El Sakka

Caroline De Pourtales

Lotfi Chaari

Josiane Mothe

266

13 Jun 2025

HyBiomass: Global Hyperspectral Imagery Benchmark Dataset for Evaluating Geospatial Foundation Models in Forest Aboveground Biomass EstimationIEEE Geoscience and Remote Sensing Letters (GRSL), 2025

Aaron Banze

Timothée Stassin

Nassim Ait Ali Braham

Rıdvan Salih Kuzu

Simon Besnard

Michael Schmitt

262

12 Jun 2025

Landsat-Bench: Datasets and Benchmarks for Landsat Foundation Models

Isaac Corley

Lakshay Sharma

Ruth Crasto

182

10 Jun 2025

Pan-Arctic Permafrost Landform and Human-built Infrastructure Feature Detection with Vision Transformers and Location Embeddings

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330

03 Jun 2025

A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images

500

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RemoteSAM: Towards Segment Anything for Earth Observation

859

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REOBench: Benchmarking Robustness of Earth Observation Foundation Models

414

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Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification

349

21 May 2025

IrrMap: A Large-Scale Comprehensive Dataset for Irrigation Method Mapping

369

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TiMo: Spatiotemporal Foundation Model for Satellite Image Time Series

446

13 May 2025

ExEBench: Benchmarking Foundation Models on Extreme Earth Events

272

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Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook

671

01 May 2025

CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis

Alexander Studier-Fischer

Berkin Özdemir

Lena Maier-Hein

Slobodan Ilic

420

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

421

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A Genealogy of Foundation Models in Remote Sensing

Kevin Lane

Morteza Karimzadeh

564

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CM3AE: A Unified RGB Frame and Event-Voxel/-Frame Pre-training Framework

448

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Satellite Federated Fine-Tuning for Foundation Models in Space Computing Power Networks

417

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SARFormer -- An Acquisition Parameter Aware Vision Transformer for Synthetic Aperture Radar Data

Jonathan Prexl

M. Recla

M. Schmitt

269

11 Apr 2025