SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated
Fuente:
arXiv
Saved in:
| Main Authors: | Blumenstiel, Benedikt, Braham, Nassim Ait Ali, Albrecht, Conrad M, Maurogiovanni, Stefano, Fraccaro, Paolo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multispectral to Hyperspectral using Pretrained Foundational model
by: Gonzalez, Ruben, et al.
Published: (2025)
by: Gonzalez, Ruben, et al.
Published: (2025)
Hyperspectral Vision Transformers for Greenhouse Gas Estimations from Space
by: Avilés, Ruben Gonzalez, et al.
Published: (2025)
by: Avilés, Ruben Gonzalez, et al.
Published: (2025)
SpectralEarth-FM: Bringing Hyperspectral Imagery into Multimodal Earth Observation Pretraining
by: Braham, Nassim Ait Ali, et al.
Published: (2026)
by: Braham, Nassim Ait Ali, et al.
Published: (2026)
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning
by: Wang, Yi, et al.
Published: (2023)
by: Wang, Yi, et al.
Published: (2023)
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data
by: Blumenstiel, Benedikt, et al.
Published: (2025)
by: Blumenstiel, Benedikt, et al.
Published: (2025)
SpectralEarth: Training Hyperspectral Foundation Models at Scale
by: Braham, Nassim Ait Ali, et al.
Published: (2024)
by: Braham, Nassim Ait Ali, et al.
Published: (2024)
Fine-tune Smarter, Not Harder: Parameter-Efficient Fine-Tuning for Geospatial Foundation Models
by: Marti-Escofet, Francesc, et al.
Published: (2025)
by: Marti-Escofet, Francesc, et al.
Published: (2025)
TerraMind: Large-Scale Generative Multimodality for Earth Observation
by: Jakubik, Johannes, et al.
Published: (2025)
by: Jakubik, Johannes, et al.
Published: (2025)
Prospects for Mitigating Spectral Variability in Tropical Species Classification Using Self-Supervised Learning
by: Prieur, Colin, et al.
Published: (2025)
by: Prieur, Colin, et al.
Published: (2025)
HyBiomass: Global Hyperspectral Imagery Benchmark Dataset for Evaluating Geospatial Foundation Models in Forest Aboveground Biomass Estimation
by: Banze, Aaron, et al.
Published: (2025)
by: Banze, Aaron, et al.
Published: (2025)
TerraFlow: Multimodal, Multitemporal Representation Learning for Earth Observation
by: Puriy, Nazar, et al.
Published: (2026)
by: Puriy, Nazar, et al.
Published: (2026)
Multi-Spectral Remote Sensing Image Retrieval Using Geospatial Foundation Models
by: Blumenstiel, Benedikt, et al.
Published: (2024)
by: Blumenstiel, Benedikt, et al.
Published: (2024)
Multi-Label Guided Soft Contrastive Learning for Efficient Earth Observation Pretraining
by: Wang, Yi, et al.
Published: (2024)
by: Wang, Yi, et al.
Published: (2024)
TerraCodec: Compressing Optical Earth Observation Data
by: Costa-Watanabe, Julen, et al.
Published: (2025)
by: Costa-Watanabe, Julen, et al.
Published: (2025)
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation
by: Liu, Chenying, et al.
Published: (2024)
by: Liu, Chenying, et al.
Published: (2024)
Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications
by: Szwarcman, Daniela, et al.
Published: (2024)
by: Szwarcman, Daniela, et al.
Published: (2024)
TerraTorch: The Geospatial Foundation Models Toolkit
by: Gomes, Carlos, et al.
Published: (2025)
by: Gomes, Carlos, et al.
Published: (2025)
Quantizing Space and Time: Fusing Time Series and Images for Earth Observation
by: Basile, Gianfranco, et al.
Published: (2025)
by: Basile, Gianfranco, et al.
Published: (2025)
Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation
by: Marimo, Clive Tinashe, et al.
Published: (2025)
by: Marimo, Clive Tinashe, et al.
Published: (2025)
TinySSL: Distilled Self-Supervised Pretraining for Sub-Megabyte MCU Models
by: Wilson, Bibin
Published: (2026)
by: Wilson, Bibin
Published: (2026)
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology
by: Plekhanova, Elena, et al.
Published: (2025)
by: Plekhanova, Elena, et al.
Published: (2025)
Data-Centric Benchmark for Label Noise Estimation and Ranking in Remote Sensing Image Segmentation
by: Nogueira, Keiller, et al.
Published: (2026)
by: Nogueira, Keiller, et al.
Published: (2026)
SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models
by: Xie, Jiahao, et al.
Published: (2026)
by: Xie, Jiahao, et al.
Published: (2026)
Spectral Gaps and Spatial Priors: Studying Hyperspectral Downstream Adaptation Using TerraMind
by: Leonardi, Julia Anna, et al.
Published: (2026)
by: Leonardi, Julia Anna, et al.
Published: (2026)
GeoVLM-R1: Reinforcement Fine-Tuning for Improved Remote Sensing Reasoning
by: Fiaz, Mustansar, et al.
Published: (2025)
by: Fiaz, Mustansar, et al.
Published: (2025)
S-EO: A Large-Scale Dataset for Geometry-Aware Shadow Detection in Remote Sensing Applications
by: Masquil, Elías, et al.
Published: (2025)
by: Masquil, Elías, et al.
Published: (2025)
Regression in EO: Are VLMs Up to the Challenge?
by: Xue, Xizhe, et al.
Published: (2025)
by: Xue, Xizhe, et al.
Published: (2025)
The Rosario Dataset v2: Multimodal Dataset for Agricultural Robotics
by: Soncini, Nicolas, et al.
Published: (2025)
by: Soncini, Nicolas, et al.
Published: (2025)
How to Embed Matters: Evaluation of EO Embedding Design Choices
by: Gilch, Luis, et al.
Published: (2026)
by: Gilch, Luis, et al.
Published: (2026)
Emu: Generative Pretraining in Multimodality
by: Sun, Quan, et al.
Published: (2023)
by: Sun, Quan, et al.
Published: (2023)
Leveraging band diversity for feature selection in EO data
by: Hussain, Sadia, et al.
Published: (2025)
by: Hussain, Sadia, et al.
Published: (2025)
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation
by: Liu, Chenying, et al.
Published: (2024)
by: Liu, Chenying, et al.
Published: (2024)
IC-EO: Interpretable Code-based assistant for Earth Observation
by: Lahouel, Lamia, et al.
Published: (2026)
by: Lahouel, Lamia, et al.
Published: (2026)
FlowEO: Generative Unsupervised Domain Adaptation for Earth Observation
by: Bellier, Georges Le, et al.
Published: (2025)
by: Bellier, Georges Le, et al.
Published: (2025)
PhilEO Bench: Evaluating Geo-Spatial Foundation Models
by: Fibaek, Casper, et al.
Published: (2024)
by: Fibaek, Casper, et al.
Published: (2024)
Towards Adversarial Robustness And Backdoor Mitigation in SSL
by: Satpathy, Aryan, et al.
Published: (2024)
by: Satpathy, Aryan, et al.
Published: (2024)
SSL-AD: Spatiotemporal Self-Supervised Learning for Generalizability and Adaptability Across Alzheimer's Prediction Tasks and Datasets
by: Kaczmarek, Emily, et al.
Published: (2025)
by: Kaczmarek, Emily, et al.
Published: (2025)
Localizing Memorization in SSL Vision Encoders
by: Wang, Wenhao, et al.
Published: (2024)
by: Wang, Wenhao, et al.
Published: (2024)
A Tutorial on ALOS2 SAR Utilization: Dataset Preparation, Self-Supervised Pretraining, and Semantic Segmentation
by: Imamoglu, Nevrez, et al.
Published: (2026)
by: Imamoglu, Nevrez, et al.
Published: (2026)
Emerging Properties in Unified Multimodal Pretraining
by: Deng, Chaorui, et al.
Published: (2025)
by: Deng, Chaorui, et al.
Published: (2025)
Similar Items
-
Multispectral to Hyperspectral using Pretrained Foundational model
by: Gonzalez, Ruben, et al.
Published: (2025) -
Hyperspectral Vision Transformers for Greenhouse Gas Estimations from Space
by: Avilés, Ruben Gonzalez, et al.
Published: (2025) -
SpectralEarth-FM: Bringing Hyperspectral Imagery into Multimodal Earth Observation Pretraining
by: Braham, Nassim Ait Ali, et al.
Published: (2026) -
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning
by: Wang, Yi, et al.
Published: (2023) -
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data
by: Blumenstiel, Benedikt, et al.
Published: (2025)