CNN-based burned area mapping using radar and optical data

A deep learning approach for mapping and dating burned areas using temporal sequences of satellite images

(2020) Miguel M. Pinto et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Near Real-Time Wildfire Progression Monitoring with Sentinel-1 SAR Time Series and Deep Learning

(2020) Yifang Ban et al.   Scientific Reports

Burned Area Detection and Mapping: Intercomparison of Sentinel-1 and Sentinel-2 Based Algorithms over Tropical Africa

(2020) Mihai A. Tanase et al.   Remote Sensing

Integration of Sentinel-1 and Sentinel-2 for Classification and LULC Mapping in the Urban Area of Belém, Eastern Brazilian Amazon

(2019) Paulo Tavares et al.   SENSORS

Historical background and current developments for mapping burned area from satellite Earth observation

(2019) Emilio Chuvieco et al.   REMOTE SENSING OF ENVIRONMENT

Unsupervised Deep Change Vector Analysis for Multiple-Change Detection in VHR Images

(2019) Sudipan Saha et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A deep learning approach to detecting volcano deformation from satellite imagery using synthetic datasets

(2019) N. Anantrasirichai et al.   REMOTE SENSING OF ENVIRONMENT

Burned area detection and mapping using Sentinel-1 backscatter coefficient and thermal anomalies

(2019) Miguel A. Belenguer-Plomer et al.   REMOTE SENSING OF ENVIRONMENT

Climate drivers of the 2017 devastating fires in Portugal

(2019) Marco Turco et al.   Scientific Reports

Temporal Decorrelation of C-Band Backscatter Coefficient in Mediterranean Burned Areas

(2019) Miguel A. Belenguer-Plomer et al.   Remote Sensing

A spatio-temporal active-fire clustering approach for global burned area mapping at 250 m from MODIS data

(2019) Joshua Lizundia-Loiola et al.   REMOTE SENSING OF ENVIRONMENT

Soil Moisture Retrieval From SMAP: A Validation and Error Analysis Study Using Ground-Based Observations Over the Little Washita Watershed

(2018) Quan Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multisource Remote Sensing Data Classification Based on Convolutional Neural Network

(2018) Xiaodong Xu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A hybrid MLP-CNN classifier for very fine resolution remotely sensed image classification

(2018) Ce Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Detecting mammals in UAV images: Best practices to address a substantially imbalanced dataset with deep learning

(2018) Benjamin Kellenberger et al.   REMOTE SENSING OF ENVIRONMENT

Development and assessment of the SMAP enhanced passive soil moisture product

(2018) S.K. Chan et al.   REMOTE SENSING OF ENVIRONMENT

Global Analysis of Burned Area Persistence Time with MODIS Data

(2018) Andrea Melchiorre et al.   Remote Sensing

A CNN-Based Fusion Method for Feature Extraction from Sentinel Data

(2018) Giuseppe Scarpa et al.   Remote Sensing

Toward Global Soil Moisture Monitoring With Sentinel-1: Harnessing Assets and Overcoming Obstacles

(2018)   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

The Collection 6 MODIS burned area mapping algorithm and product

(2018) Louis Giglio et al.   REMOTE SENSING OF ENVIRONMENT

Use of the SAR Shadowing Effect for Deforestation Detection with Sentinel-1 Time Series

(2018) Alexandre Bouvet et al.   Remote Sensing

Synergistic Use of Radar Sentinel-1 and Optical Sentinel-2 Imagery for Crop Mapping: A Case Study for Belgium

(2018) Kristof Van Tricht et al.   Remote Sensing

Deep learning based multi-temporal crop classification

(2018) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

Development of a Sentinel-2 burned area algorithm: Generation of a small fire database for sub-Saharan Africa

(2018) E. Roteta et al.   REMOTE SENSING OF ENVIRONMENT

Joint Deep Learning for land cover and land use classification

(2018) Ce Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Effect of the Vegetation Fire on Backscattering: An Investigation Based on Sentinel-1 Observations

(2017) Pasquale Imperatore et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

The ESA Climate Change Initiative (CCI): A European contribution to the generation of the Global Climate Observing System

(2017) Stephen Plummer et al.   REMOTE SENSING OF ENVIRONMENT

Stratification and sample allocation for reference burned area data

(2017) Marc Padilla et al.   REMOTE SENSING OF ENVIRONMENT

Large-Scale Assessment of Coastal Aquaculture Ponds with Sentinel-1 Time Series Data

(2017) Marco Ottinger et al.   Remote Sensing

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

Forest fires and climate change: causes, consequences and management options

(2016) Cristina Aponte et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Evaluation of spectral indices for estimating burn severity in semiarid grasslands

(2016) Bing Lu et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

The collection 6 MODIS active fire detection algorithm and fire products

(2016) Louis Giglio et al.   REMOTE SENSING OF ENVIRONMENT

SatCNN: satellite image dataset classification using agile convolutional neural networks

(2016) Yanfei Zhong et al.   Remote Sensing Letters

Preliminary Comparison of Sentinel-2 and Landsat 8 Imagery for a Combined Use

(2016) Emanuele Mandanici et al.   Remote Sensing

The Potential of Sentinel Satellites for Burnt Area Mapping and Monitoring in the Congo Basin Forests

(2016) Astrid Verhegghen et al.   Remote Sensing

Sensitivity of global terrestrial carbon cycle dynamics to variability in satellite-observed burned area

(2015) Benjamin Poulter et al.   GLOBAL BIOGEOCHEMICAL CYCLES

C-Band SAR Backscatter Evaluation of 2008 Gallipoli Forest Fire

(2015) Mehmet Kurum   IEEE Geoscience and Remote Sensing Letters

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Comparing the accuracies of remote sensing global burned area products using stratified random sampling and estimation

(2015) Marc Padilla et al.   REMOTE SENSING OF ENVIRONMENT

Integration of Optical and SAR Data for Burned Area Mapping in Mediterranean Regions

(2015) Daniela Stroppiana et al.   Remote Sensing

Transferring Deep Convolutional Neural Networks for the Scene Classification of High-Resolution Remote Sensing Imagery

(2015) Fan Hu et al.   Remote Sensing

The Concept of Essential Climate Variables in Support of Climate Research, Applications, and Policy

(2014) Stephan Bojinski et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Polarimetric Properties of Burned Forest Areas at C- and L-Band

(2014) Mihai A. Tanase et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

The New VIIRS 375m active fire detection data product: Algorithm description and initial assessment

(2014) Wilfrid Schroeder et al.   REMOTE SENSING OF ENVIRONMENT

Validation of the 2008 MODIS-MCD45 global burned area product using stratified random sampling

(2014) Marc Padilla et al.   REMOTE SENSING OF ENVIRONMENT

The ESA Climate Change Initiative: Satellite Data Records for Essential Climate Variables

(2013) R. Hollmann et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Ten years of global burned area products from spaceborne remote sensing—A review: Analysis of user needs and recommendations for future developments

(2013) Florent Mouillot et al.   International Journal of Applied Earth Observation and Geoinformation

High-Resolution Global Maps of 21st-Century Forest Cover Change

(2013) M. C. Hansen et al.   SCIENCE

Fuel shapes the fire-climate relationship: evidence from Mediterranean ecosystems

(2012) Juli G. Pausas et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Model-Based Decomposition of Polarimetric SAR Covariance Matrices Constrained for Nonnegative Eigenvalues

(2011) Jakob J. van Zyl et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Tuning the parameters of an artificial neural network using central composite design and genetic algorithm

(2011) M. Bashiri et al.   Scientia Iranica

Development of a framework for fire risk assessment using remote sensing and geographic information system technologies

(2009) Emilio Chuvieco et al.   ECOLOGICAL MODELLING

Implications of changing climate for global wildland fire

(2009) Mike D. Flannigan et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Global Pyrogeography: the Current and Future Distribution of Wildfire

(2009) Meg A. Krawchuk et al.   PLoS One

Fire in the Earth System

(2009) D. M. J. S. Bowman et al.   SCIENCE

The collection 5 MODIS burned area product — Global evaluation by comparison with the MODIS active fire product

(2008) D.P. Roy et al.   REMOTE SENSING OF ENVIRONMENT

An active-fire based burned area mapping algorithm for the MODIS sensor

(2008) Louis Giglio et al.   REMOTE SENSING OF ENVIRONMENT