A Combined Random Forest and OBIA Classification Scheme for Mapping Smallholder Agriculture at Different Nomenclature Levels Using Multisource Data (Simulated Sentinel-2 Time Series, VHRS and DEM)

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

(2016) Manchun Li et al.   International Journal of Applied Earth Observation and Geoinformation

A generalized computer vision approach to mapping crop fields in heterogeneous agricultural landscapes

(2016) Stephanie R. Debats et al.   REMOTE SENSING OF ENVIRONMENT

Early-season mapping of crops and cultural operations using very high spatial resolution Pléiades images

(2015) E. Vaudour et al.   International Journal of Applied Earth Observation and Geoinformation

Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2

(2015) Sophie Bontemps et al.   Remote Sensing

An Evaluation of Different Training Sample Allocation Schemes for Discrete and Continuous Land Cover Classification Using Decision Tree-Based Algorithms

(2015) René Colditz   Remote Sensing

Feature Selection of Time Series MODIS Data for Early Crop Classification Using Random Forest: A Case Study in Kansas, USA

(2015) Pengyu Hao et al.   Remote Sensing

Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery

(2015) Jordi Inglada et al.   Remote Sensing

How Reliable is the MODIS Land Cover Product for Crop Mapping Sub-Saharan Agricultural Landscapes?

(2014) Louise Leroux et al.   Remote Sensing

Defining the Spatial Resolution Requirements for Crop Identification Using Optical Remote Sensing

(2014) Fabian Löw et al.   Remote Sensing

An AUC-based permutation variable importance measure for random forests

(2013) Silke Janitza et al.   BMC BIOINFORMATICS

Area-based and location-based validation of classified image objects

(2013) Timothy G. Whiteside et al.   International Journal of Applied Earth Observation and Geoinformation

A data mining approach for evaluation of optimal time-series of MODIS data for land cover mapping at a regional level

(2013) Fuqun Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Geographic Object-Based Image Analysis – Towards a new paradigm

(2013) Thomas Blaschke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Identification of cropping activity in central and southern Queensland, Australia, with the aid of MODIS MOD13Q1 imagery

(2012) M.J. Pringle et al.   International Journal of Applied Earth Observation and Geoinformation

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

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

Fusion of Textural and Spectral Information for Tree Crop and Other Agricultural Cover Mapping With Very-High Resolution Satellite Images

(2011) Ahsan Ahmad Ursani et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Quantifying the area and spatial distribution of double- and triple-cropping croplands in India with multi-temporal MODIS imagery in 2005

(2011) Chandrashekhar M. Biradar et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND 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

Contextual land-cover classification: incorporating spatial dependence in land-cover classification models using random forests and the Getis statistic

(2011) B. Ghimire et al.   Remote Sensing Letters

The spatial distribution of crop types from MODIS data: Temporal unmixing using Independent Component Analysis

(2010) Mutlu Ozdogan   REMOTE SENSING OF ENVIRONMENT

Object- and pixel-based analysis for mapping crops and their agro-environmental associated measures using QuickBird imagery

(2009) Isabel Luisa Castillejo-González et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Sensitivity of vegetation phenology detection to the temporal resolution of satellite data

(2009) Xiaoyang Zhang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Integrating Landsat TM and SRTM-DEM derived variables with decision trees for habitat classification and change detection in complex neotropical environments

(2008) Steven E. Sesnie et al.   REMOTE SENSING OF ENVIRONMENT

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