Evaluation of Sampling and Cross-Validation Tuning Strategies for Regional-Scale Machine Learning Classification

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

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

A review of supervised object-based land-cover image classification

(2017) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

The Sensitivity of Mapping Methods to Reference Data Quality: Training Supervised Image Classifications with Imperfect Reference Data

(2016) Giles Foody et al.   ISPRS International Journal of Geo-Information

Assessing machine-learning algorithms and image- and lidar-derived variables for GEOBIA classification of mining and mine reclamation

(2015) A.E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

LiDAR based prediction of forest biomass using hierarchical models with spatially varying coefficients

(2015) Chad Babcock et al.   REMOTE SENSING OF ENVIRONMENT

A Review of LIDAR Radiometric Processing: From Ad Hoc Intensity Correction to Rigorous Radiometric Calibration

(2015) Alireza Kashani et al.   SENSORS

Evaluation of Sampling Methods for Validation of Remotely Sensed Fractional Vegetation Cover

(2015) Xihan Mu et al.   Remote Sensing

Comparison of NAIP orthophotography and RapidEye satellite imagery for mapping of mining and mine reclamation

(2014) A.E. Maxwell et al.   GIScience & Remote Sensing

Estimating area and map accuracy for stratified random sampling when the strata are different from the map classes

(2014) Stephen V. Stehman   INTERNATIONAL JOURNAL OF REMOTE SENSING

Automated parameterisation for multi-scale image segmentation on multiple layers

(2014) L. Drăguţ et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparing supervised and unsupervised multiresolution segmentation approaches for extracting buildings from very high resolution imagery

(2014) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass

(2014) F.E. Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

(2013) Matthew J. Cracknell et al.   COMPUTERS & GEOSCIENCES

An Effective Strategy to Reduce the Labeling Cost in the Definition of Training Sets by Active Learning

(2013) Begum Demir et al.   IEEE Geoscience and Remote Sensing Letters

Evaluation of SVM, RVM and SMLR for Accurate Image Classification With Limited Ground Data

(2012) M. Pal et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Multi-scale GEOBIA with very high spatial resolution digital aerial imagery: scale, texture and image objects

(2011) Minho Kim et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery

(2011) Dennis C. Duro et al.   REMOTE SENSING OF ENVIRONMENT

Impact of sample size allocation when using stratified random sampling to estimate accuracy and area of land-cover change

(2011) Stephen V. Stehman   Remote Sensing Letters

Thematic accuracy assessment of geographic object-based image classification

(2010) J. Radoux et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Support vector machines in remote sensing: A review

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

Sampling designs for accuracy assessment of land cover

(2009) Stephen V. Stehman   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sample size determination for image classification accuracy assessment and comparison

(2009) Giles M. Foody   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object based image analysis for remote sensing

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