Spatial dependence between training and test sets: another pitfall of classification accuracy assessment in remote sensing

Explaining the unsuitability of the kappa coefficient in the assessment and comparison of the accuracy of thematic maps obtained by image classification

(2020) Giles M. Foody   REMOTE SENSING OF ENVIRONMENT

Incorporating spatial association into statistical classifiers: local pattern-based prior tuning

(2020) Hexiang Bai et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

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

(2019) Christopher A. Ramezan et al.   Remote Sensing

Validation of Copernicus Sentinel-2 Cloud Masks Obtained from MAJA, Sen2Cor, and FMask Processors Using Reference Cloud Masks Generated with a Supervised Active Learning Procedure

(2019) Louis Baetens et al.   Remote Sensing

Spatially-explicit modelling with support of hyperspectral data can improve prediction of plant traits

(2019) Alby D. Rocha et al.   REMOTE SENSING OF ENVIRONMENT

Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data

(2019) Patrick Schratz et al.   ECOLOGICAL MODELLING

Key issues in rigorous accuracy assessment of land cover products

(2019) Stephen V. Stehman et al.   REMOTE SENSING OF ENVIRONMENT

Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction

(2019) Hanna Meyer et al.   ECOLOGICAL MODELLING

Statistical Stability and Spatial Instability in Mapping Forest Tree Species by Comparing 9 Years of Satellite Image Time Series

(2019) Nicolas Karasiak et al.   Remote Sensing

A review of accuracy assessment for object-based image analysis: From per-pixel to per-polygon approaches

(2018) Su Ye et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A comparison of resampling methods for remote sensing classification and accuracy assessment

(2018) Mitchell B. Lyons et al.   REMOTE SENSING OF ENVIRONMENT

New Frontiers in Spectral-Spatial Hyperspectral Image Classification: The Latest Advances Based on Mathematical Morphology, Markov Random Fields, Segmentation, Sparse Representation, and Deep Learning

(2018) Pedram Ghamisi et al.   IEEE Geoscience and Remote Sensing Magazine

block CV: An r package for generating spatially or environmentally separated folds for k -fold cross-validation of species distribution models

(2018) Roozbeh Valavi et al.   Methods in Ecology and Evolution

On the Effect of Spatially Non-Disjoint Training and Test Samples on Estimated Model Generalization Capabilities in Supervised Classification With Spatial Features

(2017) Christian Geib et al.   IEEE Geoscience and Remote Sensing Letters

Estimating the prediction performance of spatial models via spatial k-fold cross validation

(2017) Jonne Pohjankukka et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Mapping per-pixel predicted accuracy of classified remote sensing images

(2017) Reza Khatami et al.   REMOTE SENSING OF ENVIRONMENT

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

(2017) Jordi Inglada et al.   Remote Sensing

Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

(2016) Wenzhi Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

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

Improving land cover classification using input variables derived from a geographically weighted principal components analysis

(2016) Alexis J. Comber et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Assessing the robustness of Random Forests to map land cover with high resolution satellite image time series over large areas

(2016) Charlotte Pelletier et al.   REMOTE SENSING OF ENVIRONMENT

A Multi-Temporal and Multi-Spectral Method to Estimate Aerosol Optical Thickness over Land, for the Atmospheric Correction of FormoSat-2, LandSat, VENμS and Sentinel-2 Images

(2015) Olivier Hagolle et al.   Remote Sensing

On the Importance of Training Data Sample Selection in Random Forest Image Classification: A Case Study in Peatland Ecosystem Mapping

(2015) Koreen Millard et al.   Remote Sensing

Spatial leave-one-out cross-validation for variable selection in the presence of spatial autocorrelation

(2014) Kévin Le Rest et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Good practices for estimating area and assessing accuracy of land change

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

Less than eight (and a half) misconceptions of spatial analysis

(2012) Ingolf Kühn et al.   JOURNAL OF BIOGEOGRAPHY

Advances in Spectral-Spatial Classification of Hyperspectral Images

(2012) M. Fauvel et al.   PROCEEDINGS OF THE IEEE

Spatial analysis of remote sensing image classification accuracy

(2012) Alexis Comber et al.   REMOTE SENSING OF ENVIRONMENT

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

(2011) Robert Gilmore Pontius 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

Pixels, blocks of pixels, and polygons: Choosing a spatial unit for thematic accuracy assessment

(2011) Stephen V. Stehman et al.   REMOTE SENSING OF ENVIRONMENT

Contextual land-cover classification: incorporating spatial dependence in land-cover classification models using random forests and the Getis statistic

(2011) B. Ghimire et al.   Remote Sensing Letters

Using geographically weighted variables for image classification

(2011) Brian Johnson et al.   Remote Sensing Letters

Regression analysis of spatial data

(2010) Colin M. Beale et al.   ECOLOGY LETTERS

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

Discriminating small wooded elements in rural landscape from aerial photography: a hybrid pixel/object-based analysis approach

(2009) D. Sheeren et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Harshness in image classification accuracy assessment

(2008) Giles M. Foody   INTERNATIONAL JOURNAL OF REMOTE SENSING

The effect of spatial autocorrelation and class proportion on the accuracy measures from different sampling designs

(2008) DongMei Chen et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Spectral and Spatial-Based Classification for Broad-Scale Land Cover Mapping Based on Logistic Regression

(2008) Georgios Mallinis et al.   SENSORS