Cover Image

Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Adler, Mathis Jürgen, Hackel, Leonard, Sumbul, Gencer, Demir, Begüm
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

How Much of a Model Do We Need? Redundancy and Slimmability in Remote Sensing Foundation Models
by: Hackel, Leonard, et al.
Published: (2026)

CSMoE: An Efficient Remote Sensing Foundation Model with Soft Mixture-of-Experts
by: Hackel, Leonard, et al.
Published: (2025)

A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification
by: Büyüktaş, Barış, et al.
Published: (2025)

Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification
by: Büyüktaş, Barış, et al.
Published: (2023)

reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis
by: Clasen, Kai Norman, et al.
Published: (2024)

Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing
by: Hackstein, Jakob, et al.
Published: (2024)

Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval
by: Hoxha, Genc, et al.
Published: (2024)

Rank-based Geographical Regularization: Revisiting Contrastive Self-Supervised Learning for Multispectral Remote Sensing Imagery
by: Burgert, Tom, et al.
Published: (2026)

SMARTIES: Spectrum-Aware Multi-Sensor Auto-Encoder for Remote Sensing Images
by: Sumbul, Gencer, et al.
Published: (2025)

BigEarthNet.txt: A Large-Scale Multi-Sensor Image-Text Dataset and Benchmark for Earth Observation
by: Herzog, Johann-Ludwig, et al.
Published: (2026)

A Plasticity-Aware Method for Continual Self-Supervised Learning in Remote Sensing
by: Möllenbrok, Lars, et al.
Published: (2025)

Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment
by: Zavras, Angelos, et al.
Published: (2024)

REMSA: Foundation Model Selection for Remote Sensing via a Constraint-Aware Agent
by: Chen, Binger, et al.
Published: (2025)

OceanMAE: A Foundation Model for Ocean Remote Sensing
by: Stamer, Viola-Joanna, et al.
Published: (2026)

Continual Self-Supervised Learning with Masked Autoencoders in Remote Sensing
by: Möllenbrok, Lars, et al.
Published: (2025)

Estimating Physical Information Consistency of Channel Data Augmentation for Remote Sensing Images
by: Burgert, Tom, et al.
Published: (2024)

GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image Analysis
by: Zavras, Angelos, et al.
Published: (2025)

FedX: Explanation-Guided Pruning for Communication-Efficient Federated Learning in Remote Sensing
by: Büyüktaş, Barış, et al.
Published: (2025)

Self-Supervised Cross-Modal Text-Image Time Series Retrieval in Remote Sensing
by: Hoxha, Genc, et al.
Published: (2025)

RemoteCLIP: A Vision Language Foundation Model for Remote Sensing
by: Liu, Fan, et al.
Published: (2023)

On the Effectiveness of Methods and Metrics for Explainable AI in Remote Sensing Image Scene Classification
by: Klotz, Jonas, et al.
Published: (2025)

Noise-Adaptive Regularization for Robust Multi-Label Remote Sensing Image Classification
by: Burgert, Tom, et al.
Published: (2026)

Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification
by: Klotz, Jonas, et al.
Published: (2025)

Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps
by: Agrafiotis, Panagiotis, et al.
Published: (2025)

Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification
by: Büyüktaş, Barış, et al.
Published: (2024)

MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
by: Wang, Di, et al.
Published: (2024)

A Label Propagation Strategy for CutMix in Multi-Label Remote Sensing Image Classification
by: Burgert, Tom, et al.
Published: (2024)

Falcon: A Remote Sensing Vision-Language Foundation Model (Technical Report)
by: Yao, Kelu, et al.
Published: (2025)

MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps
by: Gabeff, Valentin, et al.
Published: (2025)

A Survey on Remote Sensing Foundation Models: From Vision to Multimodality
by: Huang, Ziyue, et al.
Published: (2025)

MAPEX: Modality-Aware Pruning of Experts for Remote Sensing Foundation Models
by: Hanna, Joelle, et al.
Published: (2025)

MagicBathyNet: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-based Classification in Shallow Waters
by: Agrafiotis, Panagiotis, et al.
Published: (2024)

Vision Foundation Models in Remote Sensing: A Survey
by: Lu, Siqi, et al.
Published: (2024)

FLAVARS: A Multimodal Foundational Language and Vision Alignment Model for Remote Sensing
by: Corley, Isaac, et al.
Published: (2025)

Agentic AI for Remote Sensing: Technical Challenges and Research Directions
by: Munir, Muhammad Akhtar, et al.
Published: (2026)

Adapting Vision Foundation Models for Robust Cloud Segmentation in Remote Sensing Images
by: Zou, Xuechao, et al.
Published: (2024)

Towards Knowledge Guided Pretraining Approaches for Multimodal Foundation Models: Applications in Remote Sensing
by: Ravirathinam, Praveen, et al.
Published: (2024)

Frequency-Aware Vision-Language Multimodality Generalization Network for Remote Sensing Image Classification
by: Zhang, Junjie, et al.
Published: (2025)

Vision-Language Modeling Meets Remote Sensing: Models, Datasets and Perspectives
by: Weng, Xingxing, et al.
Published: (2025)

SatelliteCalculator: A Multi-Task Vision Foundation Model for Quantitative Remote Sensing Inversion
by: Yu, Zhenyu, et al.
Published: (2025)