Bayesian Transformer for Pan-Arctic Sea Ice Concentration Mapping and Uncertainty Estimation using Sentinel-1, RCM, and AMSR2 Data
Fuente:
arXiv
Saved in:
| Main Authors: | Heffring, Mabel, Xu, Lincoln Linlin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Geographically-Weighted Weakly Supervised Bayesian High-Resolution Transformer for 200m Resolution Pan-Arctic Sea Ice Concentration Mapping and Uncertainty Estimation using Sentinel-1, RCM, and AMSR2 Data
by: Heffring, Mabel, et al.
Published: (2026)
by: Heffring, Mabel, et al.
Published: (2026)
Multitask GLocal OBIA-Mamba for Sentinel-2 Landcover Mapping
by: Dewis, Zack, et al.
Published: (2025)
by: Dewis, Zack, et al.
Published: (2025)
Sparse Deformable Mamba for Hyperspectral Image Classification
by: Xu, Lincoln Linlin, et al.
Published: (2025)
by: Xu, Lincoln Linlin, et al.
Published: (2025)
Knowledge-Aware Mamba for Joint Change Detection and Classification from MODIS Times Series
by: Xu, Zhengsen, et al.
Published: (2025)
by: Xu, Zhengsen, et al.
Published: (2025)
Clustering-Guided Spatial-Spectral Mamba for Hyperspectral Image Classification
by: Dewis, Zack, et al.
Published: (2026)
by: Dewis, Zack, et al.
Published: (2026)
White-Box mHC: Electromagnetic Spectrum-Aware and Interpretable Stream Interactions for Hyperspectral Image Classification
by: Zhu, Yimin, et al.
Published: (2026)
by: Zhu, Yimin, et al.
Published: (2026)
mHC-HSI: Clustering-Guided Hyper-Connection Mamba for Hyperspectral Image Classification
by: Zhu, Yimin, et al.
Published: (2026)
by: Zhu, Yimin, et al.
Published: (2026)
A Novel Graph-Regulated Disentangling Mamba Model with Sparse Tokens for Enhanced Tree Species Classification from MODIS Time Series
by: Alkayid, Motasem, et al.
Published: (2026)
by: Alkayid, Motasem, et al.
Published: (2026)
Trustworthy Data-Driven Wildfire Risk Prediction and Understanding in Western Canada
by: Xu, Zhengsen, et al.
Published: (2026)
by: Xu, Zhengsen, et al.
Published: (2026)
Diffusion Posterior Sampler for Hyperspectral Unmixing with Spectral Variability Modeling
by: Zhu, Yimin, et al.
Published: (2025)
by: Zhu, Yimin, et al.
Published: (2025)
Language-Informed Hyperspectral Image Synthesis for Imbalanced-Small Sample Classification via Semi-Supervised Conditional Diffusion Model
by: Zhu, Yimin, et al.
Published: (2025)
by: Zhu, Yimin, et al.
Published: (2025)
Unmixing-Guided Spatial-Spectral Mamba with Clustering Tokens for Hyperspectral Image Classification
by: Zhu, Yimin, et al.
Published: (2026)
by: Zhu, Yimin, et al.
Published: (2026)
High-resolution Population Maps Derived from Sentinel-1 and Sentinel-2
by: Metzger, Nando, et al.
Published: (2023)
by: Metzger, Nando, et al.
Published: (2023)
Frequency-Compensated Network for Daily Arctic Sea Ice Concentration Prediction
by: Zhang, Jialiang, et al.
Published: (2025)
by: Zhang, Jialiang, et al.
Published: (2025)
Mapping of Weed Management Methods in Orchards using Sentinel-2 and PlanetScope Data
by: Kontogiorgakis, Ioannis, et al.
Published: (2025)
by: Kontogiorgakis, Ioannis, et al.
Published: (2025)
Uncertainty Estimation in Instance Segmentation of Affordances via Bayesian Visual Transformers
by: Mur-Labadia, Lorenzo, et al.
Published: (2026)
by: Mur-Labadia, Lorenzo, et al.
Published: (2026)
Sen2Fire: A Challenging Benchmark Dataset for Wildfire Detection using Sentinel Data
by: Xu, Yonghao, et al.
Published: (2024)
by: Xu, Yonghao, et al.
Published: (2024)
Enhancing Active Learning for Sentinel 2 Imagery through Contrastive Learning and Uncertainty Estimation
by: Pogorzelski, David, et al.
Published: (2024)
by: Pogorzelski, David, et al.
Published: (2024)
Towards Reliable Sea Ice Drift Estimation in the Arctic Deep Learning Optical Flow on RADARSAT-2
by: Martin, Daniela, et al.
Published: (2025)
by: Martin, Daniela, et al.
Published: (2025)
SpecSAR-Former: A Lightweight Transformer-based Network for Global LULC Mapping Using Integrated Sentinel-1 and Sentinel-2
by: Yu, Hao, et al.
Published: (2024)
by: Yu, Hao, et al.
Published: (2024)
Low-Rank Adaptation of Geospatial Foundation Models for Wildfire Mapping Using Sentinel-2 Data
by: Shibli, Ali, et al.
Published: (2026)
by: Shibli, Ali, et al.
Published: (2026)
Assessing the value of Geo-Foundational Models for Flood Inundation Mapping: Benchmarking models for Sentinel-1, Sentinel-2, and Planetscope for end-users
by: Kaushik, Saurabh, et al.
Published: (2025)
by: Kaushik, Saurabh, et al.
Published: (2025)
GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 Guidance
by: Karaman, Kaan, et al.
Published: (2025)
by: Karaman, Kaan, et al.
Published: (2025)
An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series
by: Dietrich, Olivier, et al.
Published: (2024)
by: Dietrich, Olivier, et al.
Published: (2024)
Grazing Detection using Deep Learning and Sentinel-2 Time Series Data
by: Pirinen, Aleksis, et al.
Published: (2025)
by: Pirinen, Aleksis, et al.
Published: (2025)
A novel fusion of Sentinel-1 and Sentinel-2 with climate data for crop phenology estimation using Machine Learning
by: Shojaeezadeh, Shahab Aldin, et al.
Published: (2024)
by: Shojaeezadeh, Shahab Aldin, et al.
Published: (2024)
Frequency-Enhanced Hilbert Scanning Mamba for Short-Term Arctic Sea Ice Concentration Prediction
by: Gao, Feng, et al.
Published: (2026)
by: Gao, Feng, et al.
Published: (2026)
Automated Linear Disturbance Mapping via Semantic Segmentation of Sentinel-2 Imagery
by: Nagel, Andrew M., et al.
Published: (2024)
by: Nagel, Andrew M., et al.
Published: (2024)
Mapping Land Naturalness from Sentinel-2 using Deep Contextual and Geographical Priors
by: Ekim, Burak, et al.
Published: (2024)
by: Ekim, Burak, et al.
Published: (2024)
Region-level labels in ice charts can produce pixel-level segmentation for Sea Ice types
by: Patel, Muhammed, et al.
Published: (2024)
by: Patel, Muhammed, et al.
Published: (2024)
A Parallel Workflow for Polar Sea-Ice Classification using Auto-labeling of Sentinel-2 Imagery
by: Iqrah, Jurdana Masuma, et al.
Published: (2024)
by: Iqrah, Jurdana Masuma, et al.
Published: (2024)
Uni-RCM: Unified Reference-guided Cross-modal Mapping for Multi-Class Anomaly Detection
by: Wu, Yangchen, et al.
Published: (2026)
by: Wu, Yangchen, et al.
Published: (2026)
The Potential of Copernicus Satellites for Disaster Response: Retrieving Building Damage from Sentinel-1 and Sentinel-2
by: Dietrich, Olivier, et al.
Published: (2025)
by: Dietrich, Olivier, et al.
Published: (2025)
GeoFormer: A Lightweight Swin Transformer for Joint Building Height and Footprint Estimation from Sentinel Imagery
by: Jinzhen, Han, et al.
Published: (2026)
by: Jinzhen, Han, et al.
Published: (2026)
Leveraging Multi-Temporal Sentinel 1 and 2 Satellite Data for Leaf Area Index Estimation With Deep Learning
by: Wang, Clement, et al.
Published: (2024)
by: Wang, Clement, et al.
Published: (2024)
Precision Agriculture: Crop Mapping using Machine Learning and Sentinel-2 Satellite Imagery
by: Zhao, Kui, et al.
Published: (2023)
by: Zhao, Kui, et al.
Published: (2023)
Hierarchical Information-sharing Convolutional Neural Network for the Prediction of Arctic Sea Ice Concentration and Velocity
by: Koo, Younghyun, et al.
Published: (2023)
by: Koo, Younghyun, et al.
Published: (2023)
Biological Valuation Map of Flanders: A Sentinel-2 Imagery Analysis
by: Li, Mingshi, et al.
Published: (2024)
by: Li, Mingshi, et al.
Published: (2024)
Improving satellite imagery segmentation using multiple Sentinel-2 revisits
by: Jindgar, Kartik, et al.
Published: (2024)
by: Jindgar, Kartik, et al.
Published: (2024)
BCWildfire: A Long-term Multi-factor Dataset and Deep Learning Benchmark for Boreal Wildfire Risk Prediction
by: Xu, Zhengsen, et al.
Published: (2025)
by: Xu, Zhengsen, et al.
Published: (2025)
Similar Items
-
Geographically-Weighted Weakly Supervised Bayesian High-Resolution Transformer for 200m Resolution Pan-Arctic Sea Ice Concentration Mapping and Uncertainty Estimation using Sentinel-1, RCM, and AMSR2 Data
by: Heffring, Mabel, et al.
Published: (2026) -
Multitask GLocal OBIA-Mamba for Sentinel-2 Landcover Mapping
by: Dewis, Zack, et al.
Published: (2025) -
Sparse Deformable Mamba for Hyperspectral Image Classification
by: Xu, Lincoln Linlin, et al.
Published: (2025) -
Knowledge-Aware Mamba for Joint Change Detection and Classification from MODIS Times Series
by: Xu, Zhengsen, et al.
Published: (2025) -
Clustering-Guided Spatial-Spectral Mamba for Hyperspectral Image Classification
by: Dewis, Zack, et al.
Published: (2026)