Exploring Sentinel-1 and Sentinel-2 diversity for flood inundation mapping using deep learning
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Exploring Sentinel-1 and Sentinel-2 diversity for flood inundation mapping using deep learning
Authors
Keywords
Flood inundation mapping, Deep learning, Segmentation, Hydrology
Journal
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
Volume 180, Issue -, Pages 163-173
Publisher
Elsevier BV
Online
2021-08-26
DOI
10.1016/j.isprsjprs.2021.08.016
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Towards global flood mapping onboard low cost satellites with machine learning
- (2021) Gonzalo Mateo-Garcia et al. Scientific Reports
- Medical Image Segmentation based on U-Net: A Review
- (2020) Getao Du et al. JOURNAL OF IMAGING SCIENCE AND TECHNOLOGY
- Rapid and robust monitoring of flood events using Sentinel-1 and Landsat data on the Google Earth Engine
- (2020) Ben DeVries et al. REMOTE SENSING OF ENVIRONMENT
- Fully Convolutional Neural Network for Rapid Flood Segmentation in Synthetic Aperture Radar Imagery
- (2020) Edoardo Nemni et al. Remote Sensing
- Deep Convolutional Neural Network for Flood Extent Mapping Using Unmanned Aerial Vehicles Data
- (2019) Asmamaw Gebrehiwot et al. SENSORS
- Fusion of Sentinel-1 data with Sentinel-2 products to overcome non-favourable atmospheric conditions for the delineation of inundation maps
- (2019) Ioannis Manakos et al. European Journal of Remote Sensing
- Inundation Extent Mapping by Synthetic Aperture Radar: A Review
- (2019) Xinyi Shen et al. Remote Sensing
- Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data
- (2019) Patrick Schratz et al. ECOLOGICAL MODELLING
- Patch Similarity Convolutional Neural Network for Urban Flood Extent Mapping Using Bi-Temporal Satellite Multispectral Imagery
- (2019) Bo Peng et al. Remote Sensing
- Towards an automated approach to map flooded areas from Sentinel-2 MSI data and soft integration of water spectral features
- (2019) Alessia Goffi et al. International Journal of Applied Earth Observation and Geoinformation
- A local thresholding approach to flood water delineation using Sentinel-1 SAR imagery
- (2019) Jiayong Liang et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Combining Sentinel-1 and Sentinel-2 Satellite Image Time Series for land cover mapping via a multi-source deep learning architecture
- (2019) Dino Ienco et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Mapping wetland characteristics using temporally dense Sentinel-1 and Sentinel-2 data: A case study in the St. Lucia wetlands, South Africa
- (2019) Bart Slagter et al. International Journal of Applied Earth Observation and Geoinformation
- Exploring the Potential of Sentinels-1 & 2 of the Copernicus Mission in Support of Rapid and Cost-effective Wildfire Assessment
- (2018) Daniel Colson et al. International Journal of Applied Earth Observation and Geoinformation
- An automatic change detection approach for rapid flood mapping in Sentinel-1 SAR data
- (2018) Yu Li et al. International Journal of Applied Earth Observation and Geoinformation
- Detecting, Extracting, and Monitoring Surface Water From Space Using Optical Sensors: A Review
- (2018) Chang Huang et al. REVIEWS OF GEOPHYSICS
- DEM Resolution Effects on Coastal Flood Vulnerability Assessment: Deterministic and Probabilistic Approach
- (2018) M. Fereshtehpour et al. WATER RESOURCES RESEARCH
- GeoFlood: Large‐Scale Flood Inundation Mapping Based on High‐Resolution Terrain Analysis
- (2018) Xing Zheng et al. WATER RESOURCES RESEARCH
- Flood Prediction Using Machine Learning Models: Literature Review
- (2018) Amir Mosavi et al. Water
- Near-real-time non-obstructed flood inundation mapping using synthetic aperture radar
- (2018) Xinyi Shen et al. REMOTE SENSING OF ENVIRONMENT
- Global WaterPack – A 250 m resolution dataset revealing the daily dynamics of global inland water bodies
- (2017) Igor Klein et al. REMOTE SENSING OF ENVIRONMENT
- Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution
- (2017) Qi Gao et al. SENSORS
- Multi-temporal synthetic aperture radar flood mapping using change detection
- (2017) M.A. Clement et al. Journal of Flood Risk Management
- Fusion of SAR, Optical Imagery and Airborne LiDAR for Surface Water Detection
- (2017) Katherine Irwin et al. Remote Sensing
- Surface Water Monitoring within Cambodia and the Vietnamese Mekong Delta over a Year, with Sentinel-1 SAR Observations
- (2017) Binh Pham-Duc et al. Water
- Sentinel-1-based flood mapping: a fully automated processing chain
- (2016) André Twele et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- DEM-Based Approaches for the Delineation of Flood-Prone Areas in an Ungauged Basin in Africa
- (2016) Caterina Samela et al. JOURNAL OF HYDROLOGIC ENGINEERING
- High-resolution mapping of global surface water and its long-term changes
- (2016) Jean-François Pekel et al. NATURE
- Generation of Spectral–Temporal Response Surfaces by Combining Multispectral Satellite and Hyperspectral UAV Imagery for Precision Agriculture Applications
- (2015) Caroline M. Gevaert et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Incorporating the effect of DEM resolution and accuracy for improved flood inundation mapping
- (2015) Siddharth Saksena et al. JOURNAL OF HYDROLOGY
- Flood-prone areas assessment using linear binary classifiers based on flood maps obtained from 1D and 2D hydraulic models
- (2015) Salvatore Manfreda et al. NATURAL HAZARDS
- Detection of flooded urban areas in high resolution Synthetic Aperture Radar images using double scattering
- (2014) D.C. Mason et al. International Journal of Applied Earth Observation and Geoinformation
- Multitemporal classification of TerraSAR-X data for wetland vegetation mapping
- (2014) Julie Betbeder et al. Journal of Applied Remote Sensing
- Comparative Analysis of Normalised Difference Spectral Indices Derived from MODIS for Detecting Surface Water in Flooded Rice Cropping Systems
- (2014) Mirco Boschetti et al. PLoS One
- Combined Use of Multi-Temporal Optical and Radar Satellite Images for Grassland Monitoring
- (2014) Pauline Dusseux et al. Remote Sensing
- Automatic cloud-shadow removal from flood/standing water maps using MSG/SEVIRI imagery
- (2013) Sanmei Li et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- A near real-time water surface detection method based on HSV transformation of MODIS multi-spectral time series data
- (2013) J.-F. Pekel et al. REMOTE SENSING OF ENVIRONMENT
- Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery
- (2013) Gudina L. Feyisa et al. REMOTE SENSING OF ENVIRONMENT
- A Multi-Scale Flood Monitoring System Based on Fully Automatic MODIS and TerraSAR-X Processing Chains
- (2013) Sandro Martinis et al. Remote Sensing
- SRTM DEM and its application advances
- (2011) Liping Yang et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Towards an automated SAR-based flood monitoring system: Lessons learned from two case studies
- (2010) P. Matgen et al. PHYSICS AND CHEMISTRY OF THE EARTH
- Integration of optical and Synthetic Aperture Radar (SAR) imagery for delivering operational annual crop inventories
- (2008) Heather McNairn et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
Find the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
SearchAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started