Enhancing Crop Classification Accuracy through Synthetic SAR-Optical Data Generation Using Deep Learning

Using machine learning and remote sensing to track land use/land cover changes due to armed conflict

(2023) Saeed Mhanna et al.   Science of The Total Environment

Predicting the impacts of land use/land cover changes on seasonal urban thermal characteristics using machine learning algorithms

(2022) Abdulla - Al Kafy et al.   BUILDING AND ENVIRONMENT

Imbalanced tabular data modelization using CTGAN and machine learning to improve IoT Botnet attacks detection

(2022) Omar Habibi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Integrating Vegetation Indices and Spectral Features for Vegetation Mapping from Multispectral Satellite Imagery Using AdaBoost and Random Forest Machine Learning Classifiers

(2022) Rashmi Saini   Geomatics and Environmental Engineering

Fully polarimetric synthetic aperture radar data classification using probabilistic and non-probabilistic kernel methods

(2021) Iman Khosravi et al.   European Journal of Remote Sensing

Increasing the Effectiveness of Active Learning: Introducing Artificial Data Generation in Active Learning for Land Use/Land Cover Classification

(2021) Joao Fonseca et al.   Remote Sensing

Improving Imbalanced Land Cover Classification with K-Means SMOTE: Detecting and Oversampling Distinctive Minority Spectral Signatures

(2021) Joao Fonseca et al.   Information (Switzerland)

So2Sat LCZ42: A Benchmark Data Set for the Classification of Global Local Climate Zones [Software and Data Sets]

(2020) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

An auto-encoder based classifier for crop mapping from multitemporal multispectral imagery

(2020) Masoumeh Hamidi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A computationally efficient multi-domain active learning method for crop mapping using satellite image time-series

(2019) Saeid Niazmardi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Crop biomass estimation using multi regression analysis and neural networks from multitemporal L-band polarimetric synthetic aperture radar data

(2019) Omid Reisi-Gahrouei et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A random forest-based framework for crop mapping using temporal, spectral, textural and polarimetric observations

(2019) Iman Khosravi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Imbalanced Learning in Land Cover Classification: Improving Minority Classes’ Prediction Accuracy Using the Geometric SMOTE Algorithm

(2019) Georgios Douzas et al.   Remote Sensing

MSMD: maximum separability and minimum dependency feature selection for cropland classification from optical and radar data

(2018) Iman Khosravi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Classification of rare land cover types: Distinguishing annual and perennial crops in an agricultural catchment in South Korea

(2018) Christina Bogner et al.   PLoS One

A framework for SAR-optical stereogrammetry over urban areas

(2018) Hossein Bagheri et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Enhanced decision tree ensembles for land-cover mapping from fully polarimetric SAR data

(2017) Iman Khosravi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Use of time-series L-band UAVSAR data for the classification of agricultural fields in the San Joaquin Valley

(2017) Tracy Whelen et al.   REMOTE SENSING OF ENVIRONMENT

A time series of annual land use and land cover maps of China from 1982 to 2013 generated using AVHRR GIMMS NDVI3g data

(2017) Yaqian He et al.   REMOTE SENSING OF ENVIRONMENT

Rice Mapping Using RADARSAT-2 Dual- and Quad-Pol Data in a Complex Land-Use Watershed: Cau River Basin (Vietnam)

(2016) Huong Kim Hoang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms

(2015) Heather McNairn et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Estimation of Leaf Area Index (LAI) in corn and soybeans using multi-polarization C- and L-band radar data

(2015) Mehdi Hosseini et al.   REMOTE SENSING OF ENVIRONMENT

A Hidden Markov Models Approach for Crop Classification: Linking Crop Phenology to Time Series of Multi-Sensor Remote Sensing Data

(2015) Sofia Siachalou et al.   Remote Sensing

Object-based crop identification using multiple vegetation indices, textural features and crop phenology

(2011) José M. Peña-Barragán et al.   REMOTE SENSING OF ENVIRONMENT

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT