Machine learning methods for sub-pixel land-cover classification in the spatially heterogeneous region of Flanders (Belgium): a multi-criteria comparison

Enhancing endmember selection in multiple endmember spectral mixture analysis (MESMA) for urban impervious surface area mapping using spectral angle and spectral distance parameters

(2014) Fenglei Fan et al.   International Journal of Applied Earth Observation and Geoinformation

Continuous field mapping of Mediterranean wetlands using sub-pixel spectral signatures and multi-temporal Landsat data

(2014) Julia Reschke et al.   International Journal of Applied Earth Observation and Geoinformation

Temporal generalization of sub-pixel vegetation mapping with multiple machine learning and atmospheric correction algorithms

(2014) Haitao Wang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimating Fractional Shrub Cover Using Simulated EnMAP Data: A Comparison of Three Machine Learning Regression Techniques

(2014) Marcel Schwieder et al.   Remote Sensing

Land Cover Heterogeneity Effects on Sub-Pixel and Per-Pixel Classifications

(2014) Trung Tran et al.   ISPRS International Journal of Geo-Information

Subpixel Urban Land Cover Estimation

(2013) Jeffrey T. Walton   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Improving the impervious surface estimation with combined use of optical and SAR remote sensing images

(2013) Yuanzhi Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Analysis of sub-pixel snow and ice extent over the extratropical Andes using spectral unmixing of historical Landsat imagery

(2013) Gonzalo Cortés et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points

(2012) Yang Shao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The Global Monitoring for Environment and Security (GMES) Sentinel-3 mission

(2012) C. Donlon et al.   REMOTE SENSING OF ENVIRONMENT

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Estimating soybean ground cover from satellite images using neural-networks models

(2011) Monica Bocco et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Applying tree-based ensemble algorithms to the classification of ecological zones using multi-temporal multi-source remote-sensing data

(2011) Xin Miao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Comparison of artificial neural networks and support vector machine classifiers for land cover classification in Northern China using a SPOT-5 HRG image

(2011) Xianfeng Song et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Automatic unmixing of MODIS multi-temporal data for inter-annual monitoring of land use at a regional scale (Tensift, Morocco)

(2011) Iskander Benhadj 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

Land cover classification with coarse spatial resolution data to derive continuous and discrete maps for complex regions

(2011) R.R. Colditz et al.   REMOTE SENSING OF ENVIRONMENT

Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3

(2011) Jochem Verrelst et al.   REMOTE SENSING OF ENVIRONMENT

Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends

(2011) Qihao Weng   REMOTE SENSING OF ENVIRONMENT

Challenges in using land use and land cover data for global change studies

(2010) PETER H. VERBURG et al.   GLOBAL CHANGE BIOLOGY

Sub-Pixel Mapping of Tree Canopy, Impervious Surfaces, and Cropland in the Laurentian Great Lakes Basin Using MODIS Time-Series Data

(2010) Yang Shao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Monitoring agricultural cropping patterns across the Laurentian Great Lakes Basin using MODIS-NDVI data

(2010) Ross S. Lunetta et al.   International Journal of Applied Earth Observation and Geoinformation

Comparison and relative quality assessment of the GLC2000, GLOBCOVER, MODIS and ECOCLIMAP land cover data sets at the African continental scale

(2010) Armel Thibaut Kaptué Tchuenté et al.   International Journal of Applied Earth Observation and Geoinformation

Multitemporal MERIS images for land-cover mapping at a national scale: a case study of Portugal

(2010) H. Carrão et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Support vector machines in remote sensing: A review

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

A scalable approach to mapping annual land cover at 250 m using MODIS time series data: A case study in the Dry Chaco ecoregion of South America

(2010) Matthew L. Clark et al.   REMOTE SENSING OF ENVIRONMENT

A kernel functions analysis for support vector machines for land cover classification

(2009) T. Kavzoglu et al.   International Journal of Applied Earth Observation and Geoinformation

A comparison of regression tree ensembles: Predicting Sirex noctilio induced water stress in Pinus patula forests of KwaZulu-Natal, South Africa

(2009) R. Ismail et al.   International Journal of Applied Earth Observation and Geoinformation

Mapping percentage tree cover from Envisat MERIS data using linear and nonlinear techniques

(2009) S. Berberoglu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Random Forest characterization of upland vegetation and management burning from aerial imagery

(2009) Daniel S. Chapman et al.   JOURNAL OF BIOGEOGRAPHY

Detecting and modelling spatial patterns of urban sprawl in highly fragmented areas: A case study in the Flanders–Brussels region

(2009) Lien Poelmans et al.   LANDSCAPE AND URBAN PLANNING

Estimating impervious surfaces from medium spatial resolution imagery using the self-organizing map and multi-layer perceptron neural networks

(2009) Xuefei Hu et al.   REMOTE SENSING OF ENVIRONMENT

MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets

(2009) Mark A. Friedl et al.   REMOTE SENSING OF ENVIRONMENT

Classification of hyperspectral remote-sensing data with primal SVM for small-sized training dataset problem

(2008) Mingmin Chi et al.   ADVANCES IN SPACE RESEARCH

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY

Mapping land-cover modifications over large areas: A comparison of machine learning algorithms

(2008) John Rogan et al.   REMOTE SENSING OF ENVIRONMENT

Noise reduction of NDVI time series: An empirical comparison of selected techniques

(2008) Jennifer N. Hird et al.   REMOTE SENSING OF ENVIRONMENT

Sub-pixel classification of SPOT-VEGETATION time series for the assessment of regional crop areas in Belgium

(2007) Sara Verbeiren et al.   International Journal of Applied Earth Observation and Geoinformation