Statistical Machine Learning Methods and Remote Sensing for Sustainable Development Goals: A Review

Spatiotemporal Satellite Image Fusion Using Deep Convolutional Neural Networks

(2018) Huihui Song et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Long Short-Term Memory Neural Networks for Online Disturbance Detection in Satellite Image Time Series

(2018) Yun-Long Kong et al.   Remote Sensing

Use of freely available datasets and machine learning methods in predicting deforestation

(2017) Helen Mayfield et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Convolutional Neural Networks for Large-Scale Remote-Sensing Image Classification

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Modelling tropical cyclone risks for present and future climate change scenarios using geospatial techniques

(2017) Muhammad Al-Amin Hoque et al.   International Journal of Digital Earth

A comparative assessment of multi-temporal Landsat 8 and machine learning algorithms for estimating aboveground carbon stock in coppice oak forests

(2017) Amir Safari et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Integrating Remotely Sensed Imagery and Existing Multiscale Field Data to Derive Rangeland Indicators: Application of Bayesian Additive Regression Trees

(2017) Sarah E. McCord et al.   Rangeland Ecology & Management

The Impact of Energy Consumption on the Surface Urban Heat Island in China’s 32 Major Cities

(2017) Weilin Liao et al.   Remote Sensing

Optical Cloud Pixel Recovery via Machine Learning

(2017) et al.   Remote Sensing

Using Annual Landsat Time Series for the Detection of Dry Forest Degradation Processes in South-Central Angola

(2017) Anne Schneibel et al.   Remote Sensing

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

A survey of methods incorporating spatial information in image classification and spectral unmixing

(2016) Le Wang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessing tropical cyclone impacts using object-based moderate spatial resolution image analysis: a case study in Bangladesh

(2016) Muhammad Al-Amin Hoque et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A Framework for Large-Area Mapping of Past and Present Cropping Activity Using Seasonal Landsat Images and Time Series Metrics

(2016) Michael Schmidt et al.   Remote Sensing

Fusion of hyperspectral and LIDAR data using decision template-based fuzzy multiple classifier system

(2015) Behnaz Bigdeli et al.   International Journal of Applied Earth Observation and Geoinformation

A study of a Gaussian mixture model for urban land-cover mapping based on VHR remote sensing imagery

(2015) Jianbin Tao et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Geographic stacking: Decision fusion to increase global land cover map accuracy

(2015) Nicholas Clinton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia

(2015) Ahmed Mohamed Youssef et al.   Landslides

Comparison of NDVIs from GOCI and MODIS Data towards Improved Assessment of Crop Temporal Dynamics in the Case of Paddy Rice

(2015) Jong-Min Yeom et al.   Remote Sensing

Mapping Cropland in Smallholder-Dominated Savannas: Integrating Remote Sensing Techniques and Probabilistic Modeling

(2015) Sean Sweeney et al.   Remote Sensing

Land Cover Change Detection at Subpixel Resolution With a Hopfield Neural Network

(2014) Qunming Wang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A novel approach for change detection of remotely sensed images using semi-supervised multiple classifier system

(2014) Moumita Roy et al.   INFORMATION SCIENCES

Aggregative model-based classifier ensemble for improving land-use/cover classification of Landsat TM Images

(2014) Xuecao Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Ensemble Learning with Multiple Classifiers and Polarimetric Features for Polarized SAR Image Classification

(2014) Alim. Samat et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

A decision-tree classification for low-lying complex land cover types within the zone of discontinuous permafrost

(2014) L. Chasmer et al.   REMOTE SENSING OF ENVIRONMENT

Mapping afforestation and deforestation from 1974 to 2012 using Landsat time-series stacks in Yulin District, a key region of the Three-North Shelter region, China

(2013) Liangyun Liu et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

A survey of multiple classifier systems as hybrid systems

(2013) Michał Woźniak et al.   Information Fusion

Investigating rural poverty and marginality in Burkina Faso using remote sensing-based products

(2013) M. Imran et al.   International Journal of Applied Earth Observation and Geoinformation

Geographic Object-Based Image Analysis – Towards a new paradigm

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

Mapping hydrothermal altered mineral deposits using Landsat 7 ETM+ image in and around Kuju volcano, Kyushu, Japan

(2013) Bodruddoza Mia et al.   Journal of Earth System Science

Decision tree approach for classification of remotely sensed satellite data using open source support

(2013) RICHA SHARMA et al.   Journal of Earth System Science

Highly comparative time-series analysis: the empirical structure of time series and their methods

(2013) B. D. Fulcher et al.   Journal of the Royal Society Interface

Integration of Hyperion Satellite Data and A Household Social Survey to Characterize the Causes and Consequences of Reforestation Patterns in the Northern Ecuadorian Amazon

(2013) Stephen J. Walsh et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

A Comparison of the Spatial Linear Model to Nearest Neighbor (k-NN) Methods for Forestry Applications

(2013) Jay M. Ver Hoef et al.   PLoS One

High-Resolution Global Maps of 21st-Century Forest Cover Change

(2013) M. C. Hansen et al.   SCIENCE

Comparison of standard maximum likelihood classification and polytomous logistic regression used in remote sensing

(2013) John Hogland et al.   European Journal of Remote Sensing

Selection of classification techniques for land use/land cover change investigation

(2012) Prashant K. Srivastava et al.   ADVANCES IN SPACE RESEARCH

Functional factor analysis for periodic remote sensing data

(2012) Chong Liu et al.   Annals of Applied Statistics

An SVM Ensemble Approach Combining Spectral, Structural, and Semantic Features for the Classification of High-Resolution Remotely Sensed Imagery

(2012) Xin Huang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

Multiple Classifier System for Remote Sensing Image Classification: A Review

(2012) Peijun Du et al.   SENSORS

Evaluating high resolution SPOT 5 satellite imagery for crop identification

(2011) Chenghai Yang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of Object-Based Image Analysis Approaches to Mapping New Buildings in Accra, Ghana Using Multi-Temporal QuickBird Satellite Imagery

(2011) Yu Hsin Tsai et al.   Remote Sensing

Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms

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

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Performance Analysis of Maximum Likelihood and Artificial Neural Network Classifiers for Training Sets with Mixed Pixels

(2008) Taskin Kavzoglu et al.   GIScience & Remote Sensing

Nearest Neighbor Classification of Remote Sensing Images With the Maximal Margin Principle

(2008) E. Blanzieri et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Crop classification by support vector machine with intelligently selected training data for an operational application

(2008) Ajay Mathur et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A working guide to boosted regression trees

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

Choosing the kernel parameters for support vector machines by the inter-cluster distance in the feature space

(2008) Kuo-Ping Wu et al.   PATTERN RECOGNITION