Accounting for Training Data Error in Machine Learning Applied to Earth Observations
Published 2020 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Accounting for Training Data Error in Machine Learning Applied to Earth Observations
Authors
Keywords
-
Journal
Remote Sensing
Volume 12, Issue 6, Pages 1034
Publisher
MDPI AG
Online
2020-03-24
DOI
10.3390/rs12061034
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Mapping smallholder and large-scale cropland dynamics with a flexible classification system and pixel-based composites in an emerging frontier of Mozambique
- (2020) Adia Bey et al. REMOTE SENSING OF ENVIRONMENT
- 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
- Comment on “Tropical forests are a net carbon source based on aboveground measurements of gain and loss”
- (2019) Matthew C. Hansen et al. SCIENCE
- Hierarchical mapping of annual global land cover 2001 to present: The MODIS Collection 6 Land Cover product
- (2019) Damien Sulla-Menashe et al. REMOTE SENSING OF ENVIRONMENT
- Component intensities to relate difference by category with difference overall
- (2019) Robert Gilmore Pontius International Journal of Applied Earth Observation and Geoinformation
- Uncovering Ecological Patterns with Convolutional Neural Networks
- (2019) Philip G. Brodrick et al. TRENDS IN ECOLOGY & EVOLUTION
- Deep learning in remote sensing applications: A meta-analysis and review
- (2019) Lei Ma et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Smallholder maize area and yield mapping at national scales with Google Earth Engine
- (2019) Zhenong Jin et al. REMOTE SENSING OF ENVIRONMENT
- Quality control and assessment of interpreter consistency of annual land cover reference data in an operational national monitoring program
- (2019) Bruce W. Pengra et al. REMOTE SENSING OF ENVIRONMENT
- EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification
- (2019) Patrick Helber et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Key issues in rigorous accuracy assessment of land cover products
- (2019) Stephen V. Stehman et al. REMOTE SENSING OF ENVIRONMENT
- Lessons learned implementing an operational continuous United States national land change monitoring capability: The Land Change Monitoring, Assessment, and Projection (LCMAP) approach
- (2019) Jesslyn F. Brown et al. REMOTE SENSING OF ENVIRONMENT
- Evaluation of land surface phenology from VIIRS data using time series of PhenoCam imagery
- (2018) Xiaoyang Zhang et al. AGRICULTURAL AND FOREST METEOROLOGY
- Learning Multiscale Deep Features for High-Resolution Satellite Image Scene Classification
- (2018) Qingshan Liu et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Implementation of machine-learning classification in remote sensing: an applied review
- (2018) Aaron E. Maxwell et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- The effects of imperfect reference data on remote sensing-assisted estimators of land cover class proportions
- (2018) Ronald E. McRoberts et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND 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
- Smallholder crop area mapped with wall-to-wall WorldView sub-meter panchromatic image texture: A test case for Tigray, Ethiopia
- (2018) Christopher S.R. Neigh et al. REMOTE SENSING OF ENVIRONMENT
- Using volunteered geographic information (VGI) in design-based statistical inference for area estimation and accuracy assessment of land cover
- (2018) Stephen V. Stehman et al. REMOTE SENSING OF ENVIRONMENT
- Supervised methods of image segmentation accuracy assessment in land cover mapping
- (2018) Hugo Costa et al. REMOTE SENSING OF ENVIRONMENT
- Capturing rapid land surface dynamics with Collection V006 MODIS BRDF/NBAR/Albedo (MCD43) products
- (2018) Zhuosen Wang et al. REMOTE SENSING OF ENVIRONMENT
- On the Use of Unmanned Aerial Systems for Environmental Monitoring
- (2018) Salvatore Manfreda et al. Remote Sensing
- The spatial and temporal domains of modern ecology
- (2018) Lyndon Estes et al. Nature Ecology & Evolution
- Global land change from 1982 to 2016
- (2018) Xiao-Peng Song et al. NATURE
- A trans-disciplinary review of deep learning research and its relevance for water resources scientists
- (2018) Chaopeng Shen WATER RESOURCES RESEARCH
- Estimating the global distribution of field size using crowdsourcing
- (2018) Myroslava Lesiv et al. GLOBAL CHANGE BIOLOGY
- Comparison of Office and Field Techniques for Validating Landscape Change Classification in Pacific Northwest National Parks
- (2018) Catharine Copass et al. Remote Sensing
- Conflation of expert and crowd reference data to validate global binary thematic maps
- (2018) François Waldner et al. REMOTE SENSING OF ENVIRONMENT
- A large-area, spatially continuous assessment of land cover map error and its impact on downstream analyses
- (2017) Lyndon Estes et al. GLOBAL CHANGE BIOLOGY
- Learning Aerial Image Segmentation From Online Maps
- (2017) Pascal Kaiser et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Exploring diversity in ensemble classification: Applications in large area land cover mapping
- (2017) Andrew Mellor et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Satellite-based assessment of yield variation and its determinants in smallholder African systems
- (2017) Marshall Burke et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Evaluation of the VIIRS BRDF, Albedo and NBAR products suite and an assessment of continuity with the long term MODIS record
- (2017) Yan Liu et al. REMOTE SENSING OF ENVIRONMENT
- Accounting for urban biogenic fluxes in regional carbon budgets
- (2017) Brady S. Hardiman et al. SCIENCE OF THE TOTAL 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
- Soil Moisture Remote Sensing: State-of-the-Science
- (2017) Binayak P. Mohanty et al. VADOSE ZONE JOURNAL
- Nominal 30-m Cropland Extent Map of Continental Africa by Integrating Pixel-Based and Object-Based Algorithms Using Sentinel-2 and Landsat-8 Data on Google Earth Engine
- (2017) Jun Xiong et al. Remote Sensing
- A global reference database of crowdsourced cropland data collected using the Geo-Wiki platform
- (2017) Juan Carlos Laso Bayas et al. Scientific Data
- A global dataset of crowdsourced land cover and land use reference data
- (2017) Steffen Fritz et al. Scientific Data
- 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 platform for crowdsourcing the creation of representative, accurate landcover maps
- (2016) L.D. Estes et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Towards a set of agrosystem-specific cropland mapping methods to address the global cropland diversity
- (2016) François Waldner et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- High-resolution mapping of global surface water and its long-term changes
- (2016) Jean-François Pekel et al. NATURE
- Edge effects enhance carbon uptake and its vulnerability to climate change in temperate broadleaf forests
- (2016) Andrew B. Reinmann et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- A generalized computer vision approach to mapping crop fields in heterogeneous agricultural landscapes
- (2016) Stephanie R. Debats et al. REMOTE SENSING OF ENVIRONMENT
- Combining satellite imagery and machine learning to predict poverty
- (2016) N. Jean et al. SCIENCE
- Assessing the global warming potential of human settlement expansion in a mesic temperate landscape from 2005 to 2050
- (2016) Andrew B. Reinmann et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Crowdsourcing In-Situ Data on Land Cover and Land Use Using Gamification and Mobile Technology
- (2016) Juan Laso Bayas et al. Remote Sensing
- Tree Species Abundance Predictions in a Tropical Agricultural Landscape with a Supervised Classification Model and Imbalanced Data
- (2016) Sarah Graves et al. Remote Sensing
- Mapping Urban Land Use by Using Landsat Images and Open Social Data
- (2016) Tengyun Hu et al. Remote Sensing
- Collect Earth: Land Use and Land Cover Assessment through Augmented Visual Interpretation
- (2016) Adia Bey et al. 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
- Machine learning in geosciences and remote sensing
- (2016) David J. Lary et al. Geoscience Frontiers
- How good is good enough? Data requirements for reliable crop yield simulations and yield-gap analysis
- (2015) Patricio Grassini et al. FIELD CROPS RESEARCH
- Mapping global cropland and field size
- (2015) Steffen Fritz et al. GLOBAL CHANGE BIOLOGY
- ImageNet Large Scale Visual Recognition Challenge
- (2015) Olga Russakovsky et al. INTERNATIONAL JOURNAL OF COMPUTER VISION
- 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
- Global land cover mapping at 30m resolution: A POK-based operational approach
- (2015) Jun Chen et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- A scalable satellite-based crop yield mapper
- (2015) David B. Lobell et al. REMOTE SENSING OF ENVIRONMENT
- A critical synthesis of remotely sensed optical image change detection techniques
- (2015) Andrew P. Tewkesbury et al. REMOTE SENSING OF ENVIRONMENT
- Modeling Percent Tree Canopy Cover
- (2015) John W. Coulston et al. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
- Extended triple collocation: Estimating errors and correlation coefficients with respect to an unknown target
- (2014) Kaighin A. McColl et al. GEOPHYSICAL RESEARCH LETTERS
- Land Surface Temperature Retrieval Methods From Landsat-8 Thermal Infrared Sensor Data
- (2014) Juan C. Jimenez-Munoz et al. IEEE Geoscience and Remote Sensing Letters
- The total operating characteristic to measure diagnostic ability for multiple thresholds
- (2014) Robert Gilmore Pontius Jr et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- Variability of operator performance in remote-sensing image interpretation: the importance of human and external factors
- (2014) Frieke M.B. Van Coillie et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Spatiotemporal characteristics, patterns, and causes of land-use changes in China since the late 1980s
- (2014) Jiyuan Liu et al. Journal of Geographical Sciences
- Recommendations for using the relative operating characteristic (ROC)
- (2014) Robert Gilmore Pontius et al. LANDSCAPE ECOLOGY
- Good practices for estimating area and assessing accuracy of land change
- (2014) Pontus Olofsson et al. REMOTE SENSING OF ENVIRONMENT
- Land cover mapping using time series HJ-1/CCD data
- (2014) Bo Zhong et al. Science China-Earth Sciences
- Classification in the Presence of Label Noise: A Survey
- (2014) Benoit Frenay et al. IEEE Transactions on Neural Networks and Learning Systems
- Land-Use Mapping in a Mixed Urban-Agricultural Arid Landscape Using Object-Based Image Analysis: A Case Study from Maricopa, Arizona
- (2014) Christopher Galletti et al. Remote Sensing
- 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
- A Pixel-Based Landsat Compositing Algorithm for Large Area Land Cover Mapping
- (2013) Patrick Griffiths et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Improved land cover mapping using high resolution multiangle 8-band WorldView-2 satellite remote sensing data
- (2013) Shridhar D. Jawak et al. Journal of Applied Remote Sensing
- Range of Categorical Associations for Comparison of Maps with Mixed Pixels
- (2013) Robert Gilmore Pontius et al. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
- Utilizing Temporally Invariant Calibration Sites to Classify Multiple Dates and Types of Satellite Imagery
- (2013) Joe Fortier et al. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING
- Comparing the Quality of Crowdsourced Data Contributed by Expert and Non-Experts
- (2013) Linda See et al. PLoS One
- High-Resolution Global Maps of 21st-Century Forest Cover Change
- (2013) M. C. Hansen et al. SCIENCE
- Object-based Vegetation Mapping in the Kissimmee River Watershed Using HyMap Data and Machine Learning Techniques
- (2013) Caiyun Zhang et al. WETLANDS
- Ground reference data error and the mis-estimation of the area of land cover change as a function of its abundance
- (2013) Giles M. Foody Remote Sensing Letters
- Exploring the Use of Google Earth Imagery and Object-Based Methods in Land Use/Cover Mapping
- (2013) Qiong Hu et al. Remote Sensing
- Uncertainty in ecosystem mapping by remote sensing
- (2012) Duccio Rocchini et al. COMPUTERS & GEOSCIENCES
- Evaluating effectiveness of down-sampling for stratified designs and unbalanced prevalence in Random Forest models of tree species distributions in Nevada
- (2012) Elizabeth A. Freeman et al. ECOLOGICAL MODELLING
- Influence of carbon mapping and land change modelling on the prediction of carbon emissions from deforestation
- (2012) VICTOR HUGO GUTIERREZ-VELEZ et al. ENVIRONMENTAL CONSERVATION
- An Evaluation of Bagging, Boosting, and Random Forests for Land-Cover Classification in Cape Cod, Massachusetts, USA
- (2012) Bardan Ghimire et al. GIScience & Remote Sensing
- Sub-pixel land-cover mapping with improved fraction images upon multiple-point simulation
- (2012) Yong Ge International Journal of Applied Earth Observation and Geoinformation
- Assessing geometric accuracy of the orthorectification process from GeoEye-1 and WorldView-2 panchromatic images
- (2012) Manuel A. Aguilar et al. International Journal of Applied Earth Observation and Geoinformation
- Global characterization and monitoring of forest cover using Landsat data: opportunities and challenges
- (2012) John R. Townshend et al. International Journal of Digital Earth
- Large-scale land cover mapping with the integration of multi-source information based on the Dempster–Shafer theory
- (2012) Y.H. Ran et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data
- (2012) Peng Gong et al. INTERNATIONAL JOURNAL OF 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
- Intensity analysis to unify measurements of size and stationarity of land changes by interval, category, and transition
- (2012) Safaa Zakaria Aldwaik et al. LANDSCAPE AND URBAN PLANNING
- Global forecasts of urban expansion to 2030 and direct impacts on biodiversity and carbon pools
- (2012) K. C. Seto et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Land change for all municipalities in Latin America and the Caribbean assessed from 250-m MODIS imagery (2001–2010)
- (2012) Matthew L. Clark et al. REMOTE SENSING OF ENVIRONMENT
- Long-term land cover dynamics by multi-temporal classification across the Landsat-5 record
- (2012) Joseph O. Sexton 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
- Geo-Wiki: An online platform for improving global land cover
- (2011) Steffen Fritz et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Hybrid object-based approach for land use/land cover mapping using high spatial resolution imagery
- (2011) Eva Savina Malinverni et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- 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
- Carbon consequences of land cover change and expansion of urban lands: A case study in the Seattle metropolitan region
- (2011) Lucy R. Hutyra et al. LANDSCAPE AND URBAN PLANNING
- Using active learning to adapt remote sensing image classifiers
- (2011) D. Tuia et al. REMOTE SENSING OF ENVIRONMENT
- Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends
- (2011) Qihao Weng REMOTE SENSING OF ENVIRONMENT
- Strategies for Incorporating High-Resolution Google Earth Databases to Guide and Validate Classifications: Understanding Deforestation in Borneo
- (2011) Alexis Dorais et al. Remote Sensing
- Radiative forcing and temperature response to changes in urban albedos and associated CO2offsets
- (2010) Surabi Menon et al. Environmental Research Letters
- Challenges in using land use and land cover data for global change studies
- (2010) PETER H. VERBURG et al. GLOBAL CHANGE BIOLOGY
- An Enhanced TIMESAT Algorithm for Estimating Vegetation Phenology Metrics From MODIS Data
- (2010) B Tan et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Orthorectification of VHR optical satellite data exploiting the geometric accuracy of TerraSAR-X data
- (2010) Peter Reinartz et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Detecting trends in forest disturbance and recovery using yearly Landsat time series: 1. LandTrendr — Temporal segmentation algorithms
- (2010) Robert E. Kennedy et al. REMOTE SENSING OF ENVIRONMENT
- A scalable approach to mapping annual land cover at 250 m using MODIS time series data: A case study in the Dry Chaco ecoregion of South America
- (2010) Matthew L. Clark et al. REMOTE SENSING OF ENVIRONMENT
- Assessing the accuracy of land cover change with imperfect ground reference data
- (2010) Giles M. Foody REMOTE SENSING OF ENVIRONMENT
- While Boolean sets non-gently rip: A theoretical framework on fuzzy sets for mapping landscape patterns
- (2009) Duccio Rocchini Ecological Complexity
- Land cover mapping of the tropical savanna region in Brazil
- (2009) Edson E. Sano et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- A Novel Context-Sensitive Semisupervised SVM Classifier Robust to Mislabeled Training Samples
- (2009) L. Bruzzone et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A global map of rainfed cropland areas (GMRCA) at the end of last millennium using remote sensing
- (2009) Chandrashekhar M. Biradar et al. International Journal of Applied Earth Observation and Geoinformation
- 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
- The impact of imperfect ground reference data on the accuracy of land cover change estimation
- (2009) Giles M. Foody INTERNATIONAL JOURNAL OF REMOTE SENSING
- Sampling designs for accuracy assessment of land cover
- (2009) Stephen V. Stehman INTERNATIONAL JOURNAL OF REMOTE SENSING
- Effect of errors in ground truth on classification accuracy
- (2009) Mark J. Carlotto INTERNATIONAL JOURNAL OF REMOTE SENSING
- Object based image analysis for remote sensing
- (2009) T. Blaschke ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Spatio-temporal dynamics and evolution of land use change and landscape pattern in response to rapid urbanization
- (2009) Jin S. Deng et al. LANDSCAPE AND URBAN PLANNING
- A neural network approach using multi-scale textural metrics from very high-resolution panchromatic imagery for urban land-use classification
- (2009) Fabio Pacifici et al. REMOTE SENSING OF ENVIRONMENT
- MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets
- (2009) Mark A. Friedl et al. REMOTE SENSING OF ENVIRONMENT
- Ambiguities inherent in sums-of-squares-based error statistics
- (2008) Cort J. Willmott et al. ATMOSPHERIC ENVIRONMENT
- Importance of Matrix Construction for Multiple-Resolution Categorical Map Comparison
- (2008) Kristopher Kuzera et al. GIScience & Remote Sensing
- Land Use and Land Cover Mapping in the Brazilian Amazon Using Polarimetric Airborne P-Band SAR Data
- (2008) Corina da Costa Freitas et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Assessing different remote sensing techniques to detect land use/cover changes in the eastern Mediterranean
- (2008) S. Berberoglu et al. International Journal of Applied Earth Observation and Geoinformation
- Harshness in image classification accuracy assessment
- (2008) Giles M. Foody INTERNATIONAL JOURNAL OF REMOTE SENSING
- Land cover mapping of wetland areas in an agricultural landscape using SAR and Landsat imagery
- (2008) C. Castañeda et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Incorporating Land Use Mapping and Participation in Jordan
- (2008) Jawad Taleb Al-Bakri et al. MOUNTAIN RESEARCH AND DEVELOPMENT
- Mapping land-cover modifications over large areas: A comparison of machine learning algorithms
- (2008) John Rogan et al. REMOTE SENSING OF ENVIRONMENT
- New refinements and validation of the MODIS Land-Surface Temperature/Emissivity products
- (2007) Z WAN REMOTE SENSING OF ENVIRONMENT
- Sub-pixel confusion–uncertainty matrix for assessing soft classifications
- (2007) J.L. Silván-Cárdenas et al. REMOTE SENSING OF ENVIRONMENT
Create your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create NowAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started