Quality control and class noise reduction of satellite image time series

Land use and cover maps for Mato Grosso State in Brazil from 2001 to 2017

(2020) Rolf Simoes et al.   Scientific Data

Accounting for Training Data Error in Machine Learning Applied to Earth Observations

(2020) Arthur Elmes et al.   Remote Sensing

Assessing the pasturelands and livestock dynamics in Brazil, from 1985 to 2017: A novel approach based on high spatial resolution imagery and Google Earth Engine cloud computing

(2019) Leandro Parente et al.   REMOTE SENSING OF ENVIRONMENT

Log-Euclidean Kernel-Based Joint Sparse Representation for Hyperspectral Image Classification

(2019) Weidong Yang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Transitioning from change detection to monitoring with remote sensing: A paradigm shift

(2019) Curtis E. Woodcock et al.   REMOTE SENSING OF ENVIRONMENT

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Self-Paced Joint Sparse Representation for the Classification of Hyperspectral Images

(2018) Jiangtao Peng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Big earth observation time series analysis for monitoring Brazilian agriculture

(2018) Michelle Cristina Araujo Picoli et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Intra-annual reflectance composites from Sentinel-2 and Landsat for national-scale crop and land cover mapping

(2018) Patrick Griffiths et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of Random Forest, k-Nearest Neighbor, and Support Vector Machine Classifiers for Land Cover Classification Using Sentinel-2 Imagery

(2017) Phan Thanh Noi et al.   SENSORS

Operational High Resolution Land Cover Map Production at the Country Scale Using Satellite Image Time Series

(2017) Jordi Inglada et al.   Remote Sensing

Effect of Training Class Label Noise on Classification Performances for Land Cover Mapping with Satellite Image Time Series

(2017) Charlotte Pelletier et al.   Remote Sensing

Moment of truth for the Cerrado hotspot

(2017) Bernardo B. N. Strassburg et al.   Nature Ecology & Evolution

Understanding spatio-temporal variation of vegetation phenology and rainfall seasonality in the monsoon Southeast Asia

(2016) Tanita Suepa et al.   ENVIRONMENTAL RESEARCH

A Time-Weighted Dynamic Time Warping Method for Land-Use and Land-Cover Mapping

(2016) Victor Maus et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Optical remotely sensed time series data for land cover classification: A review

(2016) Cristina Gómez et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY 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

Exploring issues of training data imbalance and mislabelling on random forest performance for large area land cover classification using the ensemble margin

(2015) Andrew Mellor et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Effect of label noise in the complexity of classification problems

(2015) Luís P.F. Garcia et al.   NEUROCOMPUTING

Good practices for estimating area and assessing accuracy of land change

(2014) Pontus Olofsson et al.   REMOTE SENSING OF ENVIRONMENT

Classification in the Presence of Label Noise: A Survey

(2014) Benoit Frenay et al.   IEEE Transactions on Neural Networks and Learning Systems

Satellite Image Time Series Analysis Under Time Warping

(2012) François Petitjean et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Essentials of the self-organizing map

(2012) Teuvo Kohonen   NEURAL NETWORKS

Inter-comparison of four models for smoothing satellite sensor time-series data to estimate vegetation phenology

(2012) Peter M. Atkinson et al.   REMOTE SENSING OF ENVIRONMENT

Evaluating the effectiveness of smoothing algorithms in the absence of ground reference measurements

(2011) Clement Atzberger 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

Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review

(2009) Elhadi Adam et al.   WETLANDS ECOLOGY AND MANAGEMENT

Development of a two-band enhanced vegetation index without a blue band

(2008) Z JIANG 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