SpecSAR-Former: A Lightweight Transformer-based Network for Global LULC Mapping Using Integrated Sentinel-1 and Sentinel-2
Fuente:
arXiv
Saved in:
| Main Authors: | Yu, Hao, Li, Gen, Liu, Haoyu, Zhu, Songyan, Dong, Wenquan, Li, Changjian |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Sentinel-1 SAR Based Weakly Supervised Learning For Tropical Forest Mapping
by: Mullissa, Adugna, et al.
Published: (2024)
by: Mullissa, Adugna, et al.
Published: (2024)
A speckle filter for Sentinel-1 SAR Ground Range Detected data based on Residual Convolutional Neural Networks
by: Sebastianelli, Alessandro, et al.
Published: (2021)
by: Sebastianelli, Alessandro, et al.
Published: (2021)
Super-Resolution of Sentinel-2 Images Using a Geometry-Guided Back-Projection Network with Self-Attention
by: Pereira-Sánchez, Ivan, et al.
Published: (2025)
by: Pereira-Sánchez, Ivan, et al.
Published: (2025)
Automatic Census of Mussel Platforms Using Sentinel 2 Images
by: Martin-Rodriguez, Fernando, et al.
Published: (2022)
by: Martin-Rodriguez, Fernando, et al.
Published: (2022)
Depth Separable architecture for Sentinel-5P Super-Resolution
by: Ali, Hyam Omar, et al.
Published: (2025)
by: Ali, Hyam Omar, et al.
Published: (2025)
Using Multi-Temporal Sentinel-1 and Sentinel-2 data for water bodies mapping
by: Russo, Luigi, et al.
Published: (2024)
by: Russo, Luigi, et al.
Published: (2024)
Deep Learning Based Speckle Filtering for Polarimetric SAR Images. Application to Sentinel-1
by: Mestre-Quereda, Alejandro, et al.
Published: (2024)
by: Mestre-Quereda, Alejandro, et al.
Published: (2024)
Field-scale soil moisture estimated from Sentinel-1 SAR data using a knowledge-guided deep learning approach
by: Yu, Yi, et al.
Published: (2025)
by: Yu, Yi, et al.
Published: (2025)
UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping
by: Zhao, Jie, et al.
Published: (2024)
by: Zhao, Jie, et al.
Published: (2024)
A Deep Learning Architecture for Land Cover Mapping Using Spatio-Temporal Sentinel-1 Features
by: Russo, Luigi, et al.
Published: (2025)
by: Russo, Luigi, et al.
Published: (2025)
ExplainS2A: Explainable Spectral-Spatial Duality Model for Fast Transforming Sentinel-2 Image to AVIRIS-Level Hyperspectral Image
by: Lin, Chia-Hsiang, et al.
Published: (2026)
by: Lin, Chia-Hsiang, et al.
Published: (2026)
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)
High-resolution canopy height map in the Landes forest (France) based on GEDI, Sentinel-1, and Sentinel-2 data with a deep learning approach
by: Schwartz, Martin, et al.
Published: (2022)
by: Schwartz, Martin, et al.
Published: (2022)
Deformation monitoring with Sentinel-1 Wave mode data
by: Agram, Piyush S., et al.
Published: (2024)
by: Agram, Piyush S., et al.
Published: (2024)
Assimilation of SWOT Altimetry and Sentinel-1 Flood Extent Observations for Flood Reanalysis -- A Proof-of-Concept
by: Nguyen, Thanh Huy, et al.
Published: (2024)
by: Nguyen, Thanh Huy, et al.
Published: (2024)
SAR-GTR: Attributed Scattering Information Guided SAR Graph Transformer Recognition Algorithm
by: Xiong, Xuying, et al.
Published: (2025)
by: Xiong, Xuying, et al.
Published: (2025)
Purely Speckled Intensity Images Need for SAR Despeckling with SDS-SAR
by: Chen, Liang, et al.
Published: (2023)
by: Chen, Liang, et al.
Published: (2023)
CloudBreaker: Breaking the Cloud Covers of Sentinel-2 Images using Multi-Stage Trained Conditional Flow Matching on Sentinel-1
by: Ahmed, Saleh Sakib, et al.
Published: (2025)
by: Ahmed, Saleh Sakib, et al.
Published: (2025)
Paradigm selection for Data Fusion of SAR and Multispectral Sentinel data applied to Land-Cover Classification
by: Sebastianelli, Alessandro, et al.
Published: (2021)
by: Sebastianelli, Alessandro, et al.
Published: (2021)
Chlorophyll-a Mapping and Prediction in the Mar Menor Lagoon Using C2RCC-Processed Sentinel 2 Imagery
by: Martínez-Ibarra, Antonio, et al.
Published: (2025)
by: Martínez-Ibarra, Antonio, et al.
Published: (2025)
DiffDet4SAR: Diffusion-based Aircraft Target Detection Network for SAR Images
by: Jie, Zhou, et al.
Published: (2024)
by: Jie, Zhou, et al.
Published: (2024)
LDSF: Lightweight Dual-Stream Framework for SAR Target Recognition by Coupling Local Electromagnetic Scattering Features and Global Visual Features
by: Xiong, Xuying, et al.
Published: (2024)
by: Xiong, Xuying, et al.
Published: (2024)
Estimating Earthquake Magnitude in Sentinel-1 Imagery via Ranking
by: Cambrin, Daniele Rege, et al.
Published: (2024)
by: Cambrin, Daniele Rege, et al.
Published: (2024)
COS2A: Conversion from Sentinel-2 to AVIRIS Hyperspectral Data Using Interpretable Algorithm With Spectral-Spatial Duality
by: Lin, Chia-Hsiang, et al.
Published: (2025)
by: Lin, Chia-Hsiang, et al.
Published: (2025)
Landslide mapping from Sentinel-2 imagery through change detection
by: Monopoli, Tommaso, et al.
Published: (2024)
by: Monopoli, Tommaso, et al.
Published: (2024)
A light-weight model to generate NDWI from Sentinel-1
by: Ahmed, Saleh Sakib, et al.
Published: (2025)
by: Ahmed, Saleh Sakib, et al.
Published: (2025)
Portraying the Need for Temporal Data in Flood Detection via Sentinel-1
by: Bou, Xavier, et al.
Published: (2024)
by: Bou, Xavier, et al.
Published: (2024)
Enhancing Sentinel-2 Image Resolution: Evaluating Advanced Techniques based on Convolutional and Generative Neural Networks
by: Kramer, Patrick, et al.
Published: (2024)
by: Kramer, Patrick, et al.
Published: (2024)
Deep Self-Supervised Disturbance Mapping with the OPERA Sentinel-1 Radiometric Terrain Corrected SAR Backscatter Product
by: Hardiman-Mostow, Harris, et al.
Published: (2025)
by: Hardiman-Mostow, Harris, et al.
Published: (2025)
Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series
by: Okabayashi, Aimi, et al.
Published: (2024)
by: Okabayashi, Aimi, et al.
Published: (2024)
MaDiNet: Mamba Diffusion Network for SAR Target Detection
by: Zhou, Jie, et al.
Published: (2024)
by: Zhou, Jie, et al.
Published: (2024)
Beyond Pretty Pictures: Combined Single- and Multi-Image Super-resolution for Sentinel-2 Images
by: Retnanto, Aditya, et al.
Published: (2025)
by: Retnanto, Aditya, et al.
Published: (2025)
TKwinFormer: Top k Window Attention in Vision Transformers for Feature Matching
by: Liao, Yun, et al.
Published: (2023)
by: Liao, Yun, et al.
Published: (2023)
DiffFuSR: Super-Resolution of all Sentinel-2 Multispectral Bands using Diffusion Models
by: Sarmad, Muhammad, et al.
Published: (2025)
by: Sarmad, Muhammad, et al.
Published: (2025)
Efficient Hyperspectral Image Reconstruction Using Lightweight Separate Spectral Transformers
by: Li, Jianan, et al.
Published: (2026)
by: Li, Jianan, et al.
Published: (2026)
Wavelet-based Bi-dimensional Aggregation Network for SAR Image Change Detection
by: Xie, Jiangwei, et al.
Published: (2024)
by: Xie, Jiangwei, et al.
Published: (2024)
A Quantum-assisted Attention U-Net for Building Segmentation over Tunis using Sentinel-1 Data
by: Russo, Luigi, et al.
Published: (2025)
by: Russo, Luigi, et al.
Published: (2025)
Deep learning-based object detection of offshore platforms on Sentinel-1 Imagery and the impact of synthetic training data
by: Spanier, Robin, et al.
Published: (2025)
by: Spanier, Robin, et al.
Published: (2025)
Building Lightweight Semantic Segmentation Models for Aerial Images Using Dual Relation Distillation
by: Li, Minglong, et al.
Published: (2025)
by: Li, Minglong, et al.
Published: (2025)
Global and Local Attention-Based Transformer for Hyperspectral Image Change Detection
by: Wang, Ziyi, et al.
Published: (2024)
by: Wang, Ziyi, et al.
Published: (2024)
Similar Items
-
Sentinel-1 SAR Based Weakly Supervised Learning For Tropical Forest Mapping
by: Mullissa, Adugna, et al.
Published: (2024) -
A speckle filter for Sentinel-1 SAR Ground Range Detected data based on Residual Convolutional Neural Networks
by: Sebastianelli, Alessandro, et al.
Published: (2021) -
Super-Resolution of Sentinel-2 Images Using a Geometry-Guided Back-Projection Network with Self-Attention
by: Pereira-Sánchez, Ivan, et al.
Published: (2025) -
Automatic Census of Mussel Platforms Using Sentinel 2 Images
by: Martin-Rodriguez, Fernando, et al.
Published: (2022) -
Depth Separable architecture for Sentinel-5P Super-Resolution
by: Ali, Hyam Omar, et al.
Published: (2025)