Assessing the suitability of data from Sentinel-1A and 2A for crop classification

Classification of California agriculture using quad polarization radar data and Landsat Thematic Mapper data

(2018) Arjun Sheoran et al.   GIScience & Remote Sensing

Crop classification and acreage estimation in North Korea using phenology features

(2017) Huanxue Zhang et al.   GIScience & Remote Sensing

Mapping crop cover using multi-temporal Landsat 8 OLI imagery

(2017) Rei Sonobe et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sparse graph regularization for robust crop mapping using hyperspectral remotely sensed imagery with very few in situ data

(2017) Zhaohui Xue et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Application of polarization signature to land cover scattering mechanism analysis and classification using multi-temporal C-band polarimetric RADARSAT-2 imagery

(2017) Xiaodong Huang et al.   REMOTE SENSING OF ENVIRONMENT

Comprehensive study of the biophysical parameters of agricultural crops based on assessing Landsat 8 OLI and Landsat 7 ETM+ vegetation indices

(2016) Nima Ahmadian et al.   GIScience & Remote Sensing

Performance evaluation of object based greenhouse detection from Sentinel-2 MSI and Landsat 8 OLI data: A case study from Almería (Spain)

(2016) Antonio Novelli et al.   International Journal of Applied Earth Observation and Geoinformation

Time series analysis of co-polarization phase difference (PPD) for winter field crops using polarimetric C-band SAR data

(2016) Dipanwita Haldar et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Assessing in-season crop classification performance using satellite data: a test case in Northern Italy

(2016) Ramin Azar et al.   European Journal of Remote Sensing

Cloud Cover Assessment for Operational Crop Monitoring Systems in Tropical Areas

(2016) Isaque Eberhardt et al.   Remote Sensing

On the Added Value of Quad-Pol Data in a Multi-Temporal Crop Classification Framework Based on RADARSAT-2 Imagery

(2016) Arantzazu Larrañaga et al.   Remote Sensing

Detection of Urban Damage Using Remote Sensing and Machine Learning Algorithms: Revisiting the 2010 Haiti Earthquake

(2016) Austin Cooner et al.   Remote Sensing

Best Accuracy Land Use/Land Cover (LULC) Classification to Derive Crop Types Using Multitemporal, Multisensor, and Multi-Polarization SAR Satellite Images

(2016) Christoph Hütt et al.   Remote Sensing

First Experience with Sentinel-2 Data for Crop and Tree Species Classifications in Central Europe

(2016) Markus Immitzer et al.   Remote Sensing

Classification and Monitoring of Reed Belts Using Dual-Polarimetric TerraSAR-X Time Series

(2016) Iris Heine et al.   Remote Sensing

Improved Early Crop Type Identification By Joint Use of High Temporal Resolution SAR And Optical Image Time Series

(2016) Jordi Inglada et al.   Remote Sensing

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Sensitivity of vegetation indices to spatial degradation of RapidEye imagery for paddy rice detection: a case study of South Korea

(2015) Hyun-Ok Kim et al.   GIScience & Remote Sensing

Modeling temporal growth profile of vegetation index from Indian geostationary satellite for assessing in-season progress of crop area

(2015) Rahul Nigam et al.   GIScience & Remote Sensing

Mapping land cover and land use from object-based classification: an example from a complex agricultural landscape

(2015) Douglas G. Goodin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Mapping of Agricultural Crops from Single High-Resolution Multispectral Images—Data-Driven Smoothing vs. Parcel-Based Smoothing

(2015) Asli Ozdarici-Ok et al.   Remote Sensing

In-Season Mapping of Crop Type with Optical and X-Band SAR Data: A Classification Tree Approach Using Synoptic Seasonal Features

(2015) Paolo Villa et al.   Remote Sensing

Landsat-8: Science and product vision for terrestrial global change research

(2014) D.P. Roy et al.   REMOTE SENSING OF ENVIRONMENT

Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data

(2014) Rei Sonobe et al.   Remote Sensing Letters

Contemporary and historical classification of crop types in Arizona

(2013) Kyle A. Hartfield et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Balancing misclassification errors of land cover classification maps using support vector machines and Landsat imagery in the Maipo river basin (Central Chile, 1975–2010)

(2013) Olga Lucia Puertas et al.   REMOTE SENSING OF ENVIRONMENT

Kernel-based extreme learning machine for remote-sensing image classification

(2013) Mahesh Pal et al.   Remote Sensing Letters

Using sensitivity analysis and visualization techniques to open black box data mining models

(2012) Paulo Cortez et al.   INFORMATION SCIENCES

Does spatial resolution matter? A multi-scale comparison of object-based and pixel-based methods for detecting change associated with gas well drilling operations

(2012) Benjamin A. Baker et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

GMES Sentinel-1 mission

(2012) Ramon Torres et al.   REMOTE SENSING OF ENVIRONMENT

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Extreme Learning Machine for Regression and Multiclass Classification

(2011) Guang-Bin Huang et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

(2011) Robert Gilmore Pontius et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

The behaviour of random forest permutation-based variable importance measures under predictor correlation

(2010) Kristin K Nicodemus et al.   BMC BIOINFORMATICS

Integrating remote sensing and GIS for prediction of rice protein contents

(2010) Chanseok Ryu et al.   PRECISION AGRICULTURE

Random survival forests

(2008) Hemant Ishwaran et al.   Annals of Applied Statistics

Estimating per‐pixel thematic uncertainty in remote sensing classifications

(2008) K. M. Brown et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING