Land cover and land use classification performance of machine learning algorithms in a boreal landscape using Sentinel-2 data

Accuracies of support vector machine and random forest in rice mapping with Sentinel-1A, Landsat-8 and Sentinel-2A datasets

(2019) Lamin R. Mansaray et al.   Geocarto International

Disturbance-Informed Annual Land Cover Classification Maps of Canada's Forested Ecosystems for a 29-Year Landsat Time Series

(2018) Txomin Hermosilla et al.   CANADIAN JOURNAL OF REMOTE SENSING

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

(2018) Stefanos Georganos et al.   IEEE Geoscience and Remote Sensing Letters

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

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

Spatiotemporal land use random forest model for estimating metropolitan NO 2 exposure in Japan

(2018) Shin Araki et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A Method for Robust Estimation of Vegetation Seasonality from Landsat and Sentinel-2 Time Series Data

(2018) Per Jönsson et al.   Remote Sensing

Disturbance-Informed Annual Land Cover Classification Maps of Canada's Forested Ecosystems for a 29-Year Landsat Time Series

(2018) Txomin Hermosilla et al.   CANADIAN JOURNAL OF REMOTE SENSING

How much does multi-temporal Sentinel-2 data improve crop type classification?

(2018) Francesco Vuolo et al.   International Journal of Applied Earth Observation and Geoinformation

Enhance the Performance of Deep Neural Networks via L2 Regularization on the Input of Activations

(2018) Guang Shi et al.   NEURAL PROCESSING LETTERS

Evaluating multiple classifier system for the reduction of salt-and-pepper noise in the classification of very-high-resolution satellite images

(2018) Hidetake Hirayama et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Development of a spatially complete floodplain map of the conterminous United States using random forest

(2018) Sean A. Woznicki et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Tree Species Classification with Multi-Temporal Sentinel-2 Data

(2018) Magnus Persson et al.   Remote Sensing

Deep learning based multi-temporal crop classification

(2018) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

Landsat-8 vs. Sentinel-2: examining the added value of sentinel-2’s red-edge bands to land-use and land-cover mapping in Burkina Faso

(2017) Gerald Forkuor et al.   GIScience & Remote Sensing

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas

(2017) Stephen E. Fick et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Improvement of land-cover classification over frequently cloud-covered areas using Landsat 8 time-series composites and an ensemble of supervised classifiers

(2017) Chuc Duc Man et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Global forest loss disproportionately erodes biodiversity in intact landscapes

(2017) Matthew G. Betts et al.   NATURE

Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index

(2017) Lauri Korhonen et al.   REMOTE SENSING OF ENVIRONMENT

Using the 500 m MODIS land cover product to derive a consistent continental scale 30 m Landsat land cover classification

(2017) Hankui K. Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Assessing the relationships between growing stock volume and Sentinel-2 imagery in a Mediterranean forest ecosystem

(2017) Irene Chrysafis et al.   Remote Sensing Letters

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

(2017) Jordi Inglada et al.   Remote Sensing

Stacked Autoencoder-based deep learning for remote-sensing image classification: a case study of African land-cover mapping

(2016) Weijia Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

The chips are down for Moore’s law

(2016) M. Mitchell Waldrop   NATURE

A meta-analysis of remote sensing research on supervised pixel-based land-cover image classification processes: General guidelines for practitioners and future research

(2016) Reza Khatami et al.   REMOTE SENSING OF ENVIRONMENT

Deep Learning Based Oil Palm Tree Detection and Counting for High-Resolution Remote Sensing Images

(2016) Weijia Li et al.   Remote Sensing

Rapid Land Cover Map Updates Using Change Detection and Robust Random Forest Classifiers

(2016) Konrad Wessels 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

Sentinel-2’s Potential for Sub-Pixel Landscape Feature Detection

(2016) Julien Radoux et al.   Remote Sensing

Emerging opportunities and challenges in phenology: a review

(2016) Jianwu Tang et al.   Ecosphere

Using Deep Learning for Image-Based Plant Disease Detection

(2016) Sharada P. Mohanty et al.   Frontiers in Plant Science

Empirical evidence for the scale dependence of biotic interactions

(2015) Jonathan Belmaker et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Using information layers for mapping grassland habitat distribution at local to regional scales

(2015) Oliver Buck et al.   International Journal of Applied Earth Observation and Geoinformation

Temporal optimisation of image acquisition for land cover classification with Random Forest and MODIS time-series

(2015) Ingmar Nitze et al.   International Journal of Applied Earth Observation and Geoinformation

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

Who launched what, when and why; trends in global land-cover observation capacity from civilian earth observation satellites

(2015) Alan S. Belward et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Dynamics of Land Cover/Land Use Changes in the Mekong Delta, 1973–2011: A Remote Sensing Analysis of the Tran Van Thoi District, Ca Mau Province, Vietnam

(2015) Hanh Tran et al.   Remote Sensing

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Good practices for estimating area and assessing accuracy of land change

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

Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery

(2013) Gudina L. Feyisa et al.   REMOTE SENSING OF ENVIRONMENT

Optical properties of leaves and needles for boreal tree species in Europe

(2013) Petr Lukeš et al.   Remote Sensing Letters

Assessing floristic composition with multispectral sensors—A comparison based on monotemporal and multiseasonal field spectra

(2012) Hannes Feilhauer et al.   International Journal of Applied Earth Observation and Geoinformation

Influence of seasonal weather and climate variability on crop yields in Scotland

(2012) Iain Brown   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

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 effect of Landsat ETM/ETM+ image acquisition dates on the detection of agricultural land abandonment in Eastern Europe

(2012) Alexander V. Prishchepov 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

Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation

(2012) Pontus Olofsson et al.   REMOTE SENSING OF ENVIRONMENT

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

Seasonal photosynthetic gas exchange and leaf reflectance characteristics of male and female cottonwoods in a riparian woodland

(2011) M. G. Letts et al.   TREE PHYSIOLOGY

Support vector machines in remote sensing: A review

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

Estimating classification error rate: Repeated cross-validation, repeated hold-out and bootstrap

(2009) Ji-Hyun Kim   COMPUTATIONAL STATISTICS & DATA ANALYSIS

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

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

Assessing the use of multiseason QuickBird imagery for mapping invasive species in a Lake Erie coastal Marsh

(2008) Dana M. Ghioca-Robrecht et al.   WETLANDS