426
Views
29
CrossRef citations to date
0
Altmetric
Original Articles

Estimating per‐pixel thematic uncertainty in remote sensing classifications

, &
Pages 209-229 | Received 19 Dec 2006, Accepted 31 Jan 2008, Published online: 02 Dec 2008

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (9)

Alexis Comber & Naru Tsutsumida. (2023) Geographically weighted accuracy for hard and soft land cover classifications: 5 approaches with coded illustrations. International Journal of Remote Sensing 44:19, pages 6233-6257.
Read now
J. Wickham, S. V. Stehman & C. G. Homer. (2018) Spatial patterns of the United States National Land Cover Dataset (NLCD) land-cover change thematic accuracy (2001–2011). International Journal of Remote Sensing 39:6, pages 1729-1743.
Read now
Rei Sonobe, Yuki Yamaya, Hiroshi Tani, Xiufeng Wang, Nobuyuki Kobayashi & Kan-ichiro Mochizuki. (2017) Assessing the suitability of data from Sentinel-1A and 2A for crop classification. GIScience & Remote Sensing 54:6, pages 918-938.
Read now
A. M. Chegoonian, M. Mokhtarzade & M. J. Valadan Zoej. (2017) A comprehensive evaluation of classification algorithms for coral reef habitat mapping: challenges related to quantity, quality, and impurity of training samples. International Journal of Remote Sensing 38:14, pages 4224-4243.
Read now
Zachary Christman, John Rogan, J. Ronald Eastman & B. L. Turner$suffix/text()$suffix/text(). (2015) Quantifying uncertainty and confusion in land change analyses: a case study from central Mexico using MODIS data. GIScience & Remote Sensing 52:5, pages 543-570.
Read now
Javier Martínez-López, María F. Carreño, José A. Palazón-Ferrando, Julia Martínez-Fernández & Miguel A. Esteve. (2014) Free advanced modeling and remote-sensing techniques for wetland watershed delineation and monitoring. International Journal of Geographical Information Science 28:8, pages 1610-1625.
Read now
Qunming Wang & Wenzhong Shi. (2013) Unsupervised classification based on fuzzy c-means with uncertainty analysis. Remote Sensing Letters 4:11, pages 1087-1096.
Read now
LuisaM. S. Gonçalves, CidáliaC. Fonte, EduardoN. B. S. Júlio & Mario Caetano. (2012) The application of uncertainty measures in the training and evaluation of supervised classifiers. International Journal of Remote Sensing 33:9, pages 2851-2867.
Read now
Yong Ge, Hexiang Bai, Feng Cao, Sanping Li, Xianfeng Feng & Deyu Li. (2009) Rough set-derived measures in image classification accuracy assessment. International Journal of Remote Sensing 30:20, pages 5323-5344.
Read now

Articles from other publishers (20)

Jiarui Xie, Thierry Chateau & Violaine Antoine. (2021) A subjective-logic-based model uncertainty estimation mechanism for out-of-domain detection. A subjective-logic-based model uncertainty estimation mechanism for out-of-domain detection.
Marco Calderón-Loor, Michalis Hadjikakou & Brett A. Bryan. (2021) High-resolution wall-to-wall land-cover mapping and land change assessment for Australia from 1985 to 2015. Remote Sensing of Environment 252, pages 112148.
Crossref
Ranjith Gopalakrishnan, Aku Seppänen, Mikko Kukkonen & Petteri Packalen. (2020) Utility of image point cloud data towards generating enhanced multitemporal multisensor land cover maps. International Journal of Applied Earth Observation and Geoinformation 86, pages 102012.
Crossref
Majid Shadman Roodposhti, Jagannath Aryal, Arko Lucieer & Brett Bryan. (2019) Uncertainty Assessment of Hyperspectral Image Classification: Deep Learning vs. Random Forest. Entropy 21:1, pages 78.
Crossref
Pan Shao, Wenzhong Shi & Ming Hao. (2018) Indicator-Kriging-Integrated Evidence Theory for Unsupervised Change Detection in Remotely Sensed Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11:12, pages 4649-4663.
Crossref
Mykola Lavreniuk, Nataliia Kussul, Andrii Shelestov, Olena Dubovyk & Fabian Low. (2018) Object-Based Postprocessing Method for Crop Classification MAPS. Object-Based Postprocessing Method for Crop Classification MAPS.
Lingfei Shi, Feng Ling, Yong Ge, Giles Foody, Xiaodong Li, Lihui Wang, Yihang Zhang & Yun Du. (2017) Impervious Surface Change Mapping with an Uncertainty-Based Spatial-Temporal Consistency Model: A Case Study in Wuhan City Using Landsat Time-Series Datasets from 1987 to 2016. Remote Sensing 9:11, pages 1148.
Crossref
Patrick Bogaert, François Waldner & Pierre Defourny. (2016) An information-based criterion to measure pixel-level thematic uncertainty in land cover classifications. Stochastic Environmental Research and Risk Assessment 31:9, pages 2297-2312.
Crossref
Reza Khatami, Giorgos Mountrakis & Stephen V. Stehman. (2017) Mapping per-pixel predicted accuracy of classified remote sensing images. Remote Sensing of Environment 191, pages 156-167.
Crossref
Fabian Löw, Christopher Conrad & Ulrich Michel. (2015) Decision fusion and non-parametric classifiers for land use mapping using multi-temporal RapidEye data. ISPRS Journal of Photogrammetry and Remote Sensing 108, pages 191-204.
Crossref
Xiaolin Zhu & Desheng Liu. (2014) Accurate mapping of forest types using dense seasonal Landsat time-series. ISPRS Journal of Photogrammetry and Remote Sensing 96, pages 1-11.
Crossref
F. Löw, U. Michel, S. Dech & C. Conrad. (2013) Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines. ISPRS Journal of Photogrammetry and Remote Sensing 85, pages 102-119.
Crossref
J. Valença, L.M.S. Gonçalves & E. Júlio. (2013) Damage assessment on concrete surfaces using multi-spectral image analysis. Construction and Building Materials 40, pages 971-981.
Crossref
Lien Loosvelt, Jan Peters, Henning Skriver, Hans Lievens, Frieke M.B. Van Coillie, Bernard De Baets & Niko E.C. Verhoest. (2012) Random Forests as a tool for estimating uncertainty at pixel-level in SAR image classification. International Journal of Applied Earth Observation and Geoinformation 19, pages 173-184.
Crossref
Mounir Salhi. (2011) Object-based classification of remotely sensed olive tree fields, using mathematical morphology. i-manager's Journal on Future Engineering and Technology 6:2, pages 1-9.
Crossref
Paul M. Mather & Magaly Koch. 2011. Computer Processing of Remotely‐Sensed Images. Computer Processing of Remotely‐Sensed Images 389 427 .
Luisa M. S. Gonçalves, Cidália C. Fonte & Mario Caetano. 2010. Computational Intelligence for Knowledge-Based Systems Design. Computational Intelligence for Knowledge-Based Systems Design 455 463 .
Yong Ge, Sanping Li, V. Chris Lakhan & Arko Lucieer. (2009) Exploring uncertainty in remotely sensed data with parallel coordinate plots. International Journal of Applied Earth Observation and Geoinformation 11:6, pages 413-422.
Crossref
Luisa Gonçalves, Ciddlia Fonte, Eduardo Júlio & Mario Caetano. 2009. Spatial Data Quality. Spatial Data Quality 163 177 .
A. Harris & R. G. Bryant. 2009. Carbon Cycling in Northern Peatlands. Carbon Cycling in Northern Peatlands 79 98 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.