Cover Image

Geospatial Foundation Models to Enable Progress on Sustainable Development Goals

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ghamisi, Pedram, Yu, Weikang, Zhang, Xiaokang, Rizaldy, Aldino, Wang, Jian, Zhou, Chufeng, Gloaguen, Richard, Camps-Valls, Gustau
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HyperPointFormer: Multimodal Fusion in 3D Space with Dual-Branch Cross-Attention Transformers
by: Rizaldy, Aldino, et al.
Published: (2025)

Label-Efficient 3D Forest Mapping: Self-Supervised and Transfer Learning for Individual, Structural, and Species Analysis
by: Rizaldy, Aldino, et al.
Published: (2025)

MineNetCD: A Benchmark for Global Mining Change Detection on Remote Sensing Imagery
by: Yu, Weikang, et al.
Published: (2024)

EuroMineNet: A Multitemporal Sentinel-2 Benchmark for Spatiotemporal Mining Footprint Analysis in the European Union (2015-2024)
by: Yu, Weikang, et al.
Published: (2025)

Auto-Prompting SAM for Weakly Supervised Landslide Extraction
by: Wang, Jian, et al.
Published: (2025)

SIGMAE: A Spectral-Index-Guided Foundation Model for Multispectral Remote Sensing
by: Zhang, Xiaokang, et al.
Published: (2026)

Geospatial-Reasoning-Driven Vocabulary-Agnostic Remote Sensing Semantic Segmentation
by: Zhou, Chufeng, et al.
Published: (2026)

Change Captioning in Remote Sensing: Evolution to SAT-Cap -- A Single-Stage Transformer Approach
by: Wang, Yuduo, et al.
Published: (2025)

Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models
by: Yu, Weikang, et al.
Published: (2023)

MaskCD: A Remote Sensing Change Detection Network Based on Mask Classification
by: Yu, Weikang, et al.
Published: (2024)

Survey of Multimodal Geospatial Foundation Models: Techniques, Applications, and Challenges
by: Yang, Liling, et al.
Published: (2025)

ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote Sensing
by: Wang, Yuduo, et al.
Published: (2024)

Foundation Models in Remote Sensing: Evolving from Unimodality to Multimodality
by: Hong, Danfeng, et al.
Published: (2026)

Uncertainty-Aware Deep Learning for Wildfire Danger Forecasting
by: Kondylatos, Spyros, et al.
Published: (2025)

FlexiMo: A Flexible Remote Sensing Foundation Model
by: Li, Xuyang, et al.
Published: (2025)

PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards
by: Arbash, Elias, et al.
Published: (2024)

A Flag Decomposition for Hierarchical Datasets
by: Mankovich, Nathan, et al.
Published: (2025)

RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question Answering
by: Wang, Yuduo, et al.
Published: (2023)

Fun with Flags: Robust Principal Directions via Flag Manifolds
by: Mankovich, Nathan, et al.
Published: (2024)

3D LULC classification using multispectral LiDAR and deep learning: current and prospective schemes
by: Takhtkeshha, Narges, et al.
Published: (2026)

Electrolyzers-HSI: Close-Range Multi-Scene Hyperspectral Imaging Benchmark Dataset
by: Arbash, Elias, et al.
Published: (2025)

DOFA-CLIP: Multimodal Vision-Language Foundation Models for Earth Observation
by: Xiong, Zhitong, et al.
Published: (2025)

Video Compression for Spatiotemporal Earth System Data
by: Pellicer-Valero, Oscar J., et al.
Published: (2025)

Multi-Target Unsupervised Domain Adaptation for Semantic Segmentation without External Data
by: Xu, Yonghao, et al.
Published: (2024)

Towards Realistic Remote Sensing Dataset Distillation with Discriminative Prototype-guided Diffusion
by: Xu, Yonghao, et al.
Published: (2026)

FarSLIP: Discovering Effective CLIP Adaptation for Fine-Grained Remote Sensing Understanding
by: Li, Zhenshi, et al.
Published: (2025)

Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation
by: Xiong, Zhitong, et al.
Published: (2024)

Feature Extraction in the Remote Sensing Data Value Chain: A Systematic Review of Methods and Applications
by: Mankovich, Nathan, et al.
Published: (2025)

Thalia: A Global, Multi-Modal Dataset for Volcanic Activity Monitoring
by: Papadopoulos, Nikolas, et al.
Published: (2025)

TeleViT1.0: Teleconnection-aware Vision Transformers for Subseasonal to Seasonal Wildfire Pattern Forecasts
by: Prapas, Ioannis, et al.
Published: (2025)

UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction
by: Li, Chenyu, et al.
Published: (2025)

Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks
by: Chang, Shizhen, et al.
Published: (2023)

Probabilistic Machine Learning for Noisy Labels in Earth Observation
by: Kondylatos, Spyros, et al.
Published: (2025)

Automated Road Crack Localization for Spatially Guided Highway Maintenance
by: Knoblauch, Steffen, et al.
Published: (2026)

Can Generative Geospatial Diffusion Models Excel as Discriminative Geospatial Foundation Models?
by: Jia, Yuru, et al.
Published: (2025)

Diffusion Models Meet Remote Sensing: Principles, Methods, and Perspectives
by: Liu, Yidan, et al.
Published: (2024)

On the Generalization of Representation Uncertainty in Earth Observation
by: Kondylatos, Spyros, et al.
Published: (2025)

Mask Approximation Net: A Novel Diffusion Model Approach for Remote Sensing Change Captioning
by: Sun, Dongwei, et al.
Published: (2024)

How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image Classification
by: Jamali, Ali, et al.
Published: (2024)

SpectralGPT: Spectral Remote Sensing Foundation Model
by: Hong, Danfeng, et al.
Published: (2023)