Cover Image

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

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Binger, Bök, Tacettin Emre, Rasti, Behnood, Markl, Volker, Demir, Begüm
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

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

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

HyVIC: A Metric-Driven Spatio-Spectral Hyperspectral Image Compression Architecture Based on Variational Autoencoders
by: Fuchs, Martin Hermann Paul, et al.
Published: (2026)

Adjustable Spatio-Spectral Hyperspectral Image Compression Network
by: Fuchs, Martin Hermann Paul, et al.
Published: (2025)

HyCoT: A Transformer-Based Autoencoder for Hyperspectral Image Compression
by: Fuchs, Martin Hermann Paul, et al.
Published: (2024)

Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing
by: Adler, Mathis Jürgen, et al.
Published: (2025)

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

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

How Much of a Model Do We Need? Redundancy and Slimmability in Remote Sensing Foundation Models
by: Hackel, Leonard, 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)

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

Generative Adversarial Networks for Spatio-Spectral Compression of Hyperspectral Images
by: Fuchs, Martin Hermann Paul, et al.
Published: (2023)

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

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

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

A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification
by: Büyüktaş, Barış, 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)

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

Seabed-Net: A multi-task network for joint bathymetry estimation and seabed classification from remote sensing imagery in shallow waters
by: Agrafiotis, Panagiotis, 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)

MiSiSUn: Minimum Simplex Semisupervised Unmixing
by: Rasti, Behnood, et al.
Published: (2026)

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

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

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

Early-exit Convolutional Neural Networks
by: Demir, Edanur, 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)

RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing
by: Wang, Fengxiang, et al.
Published: (2025)

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

GeoMeld: Toward Semantically Grounded Foundation Models for Remote Sensing
by: Hasan, Maram, et al.
Published: (2026)

Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing
by: Hackstein, Jakob, 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)

Detecting Brick Kiln Infrastructure at Scale: Graph, Foundation, and Remote Sensing Models for Satellite Imagery Data
by: Nazir, Usman, et al.
Published: (2026)

Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models
by: Zhang, Jielu, et al.
Published: (2023)

Fast Semisupervised Unmixing Using Nonconvex Optimization
by: Rasti, Behnood, et al.
Published: (2024)

Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package
by: Rasti, Behnood, et al.
Published: (2023)

Semantically Aware UAV Landing Site Assessment from Remote Sensing Imagery via Multimodal Large Language Models
by: Hua, Chunliang, et al.
Published: (2026)

Towards Efficient Benchmarking of Foundation Models in Remote Sensing: A Capabilities Encoding Approach
by: Adorni, Pierre, 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)