Assessing the value of Geo-Foundational Models for Flood Inundation Mapping: Benchmarking models for Sentinel-1, Sentinel-2, and Planetscope for end-users
Fuente:
arXiv
Saved in:
| Main Authors: | Kaushik, Saurabh, Maurya, Lalit, Tellman, Elizabeth, Zhang, ZhiJie |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Cryo-Bench: Benchmarking Foundation Models for Cryosphere Applications
by: Kaushik, Saurabh, et al.
Published: (2026)
by: Kaushik, Saurabh, et al.
Published: (2026)
GLACIA: Instance-Aware Positional Reasoning for Glacial Lake Segmentation via Multimodal Large Language Model
by: Maurya, Lalit, et al.
Published: (2025)
by: Maurya, Lalit, et al.
Published: (2025)
Prithvi-Complimentary Adaptive Fusion Encoder (CAFE): unlocking full-potential for flood inundation mapping
by: Kaushik, Saurabh, et al.
Published: (2026)
by: Kaushik, Saurabh, et al.
Published: (2026)
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)
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)
Deep Learning for Remote Sensing to Improve Flood Inundation Mapping
by: Bhattarai, Yogesh, et al.
Published: (2026)
by: Bhattarai, Yogesh, et al.
Published: (2026)
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)
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)
Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
by: Victor, Brandon, et al.
Published: (2024)
by: Victor, Brandon, et al.
Published: (2024)
Data-driven Super-Resolution of Flood Inundation Maps using Synthetic Simulations
by: Aravamudan, Akshay, et al.
Published: (2025)
by: Aravamudan, Akshay, et al.
Published: (2025)
A Sentinel-3 foundation model for ocean colour
by: Dawson, Geoffrey, et al.
Published: (2025)
by: Dawson, Geoffrey, et al.
Published: (2025)
Multitask GLocal OBIA-Mamba for Sentinel-2 Landcover Mapping
by: Dewis, Zack, et al.
Published: (2025)
by: Dewis, Zack, et al.
Published: (2025)
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)
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)
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)
Biological Valuation Map of Flanders: A Sentinel-2 Imagery Analysis
by: Li, Mingshi, et al.
Published: (2024)
by: Li, Mingshi, et al.
Published: (2024)
ALTIS: Automated Loss Triage and Impact Scoring from Sentinel-1 SAR for Property-Level Flood Damage Assessment
by: Vinaykumar, Amogh, et al.
Published: (2026)
by: Vinaykumar, Amogh, et al.
Published: (2026)
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)
GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 Guidance
by: Karaman, Kaan, et al.
Published: (2025)
by: Karaman, Kaan, et al.
Published: (2025)
Improving Interpretability of Deep Active Learning for Flood Inundation Mapping Through Class Ambiguity Indices Using Multi-spectral Satellite Imagery
by: Lee, Hyunho, et al.
Published: (2024)
by: Lee, Hyunho, et al.
Published: (2024)
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)
Tackling fluffy clouds: robust field boundary delineation across global agricultural landscapes with Sentinel-1 and Sentinel-2 Time Series
by: Diakogiannis, Foivos I., et al.
Published: (2024)
by: Diakogiannis, Foivos I., et al.
Published: (2024)
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)
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)
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)
Performance Evaluation of Automated Flood Inundation Mapping Techniques Using Multi‐Temporal Sentinel‐1 SAR Data
by: Gautam Dadhich, et al.
Published: (2026)
by: Gautam Dadhich, et al.
Published: (2026)
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)
Sentinel: Embodied Cooperative Spatial Reasoning and Planning
by: Lin, Xiangye, et al.
Published: (2026)
by: Lin, Xiangye, et al.
Published: (2026)
MACMD: Multi-dilated Contextual Attention and Channel Mixer Decoding for Medical Image Segmentation
by: Maurya, Lalit, et al.
Published: (2025)
by: Maurya, Lalit, et al.
Published: (2025)
TCSA-UDA: Text-Driven Cross-Semantic Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation
by: Maurya, Lalit, et al.
Published: (2025)
by: Maurya, Lalit, et al.
Published: (2025)
Sentinel2Cap: A Human-Annotated Benchmark Dataset for Multimodal Remote Sensing Image Captioning
by: Tosato, Lucrezia, et al.
Published: (2026)
by: Tosato, Lucrezia, 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)
From Bands to Depth: Understanding Bathymetry Decisions on Sentinel-2
by: Chowdhury, Satyaki Roy, et al.
Published: (2026)
by: Chowdhury, Satyaki Roy, et al.
Published: (2026)
High-Resolution Building and Road Detection from Sentinel-2
by: Sirko, Wojciech, et al.
Published: (2023)
by: Sirko, Wojciech, et al.
Published: (2023)
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)
A Modelling and Evaluation Framework for EuroCrops-Driven Sentinel-2 Crop Segmentation
by: Scarlat, Alexandra Nicoleta, et al.
Published: (2026)
by: Scarlat, Alexandra Nicoleta, et al.
Published: (2026)
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)
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)
Flow matching for Sentinel-2 super-resolution: implementation, application, and implications
by: Hester, Dakota, et al.
Published: (2026)
by: Hester, Dakota, et al.
Published: (2026)
Quality Sentinel: Estimating Label Quality and Errors in Medical Segmentation Datasets
by: Chen, Yixiong, et al.
Published: (2024)
by: Chen, Yixiong, et al.
Published: (2024)
Similar Items
-
Cryo-Bench: Benchmarking Foundation Models for Cryosphere Applications
by: Kaushik, Saurabh, et al.
Published: (2026) -
GLACIA: Instance-Aware Positional Reasoning for Glacial Lake Segmentation via Multimodal Large Language Model
by: Maurya, Lalit, et al.
Published: (2025) -
Prithvi-Complimentary Adaptive Fusion Encoder (CAFE): unlocking full-potential for flood inundation mapping
by: Kaushik, Saurabh, et al.
Published: (2026) -
UrbanSARFloods: Sentinel-1 SLC-Based Benchmark Dataset for Urban and Open-Area Flood Mapping
by: Zhao, Jie, et al.
Published: (2024) -
High-resolution Population Maps Derived from Sentinel-1 and Sentinel-2
by: Metzger, Nando, et al.
Published: (2023)