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Original Articles

Estimating and accommodating uncertainty through the soft classification of remote sensing data

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Pages 2995-3007 | Published online: 22 Feb 2007

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Read on this site (13)

Priyadarshi Upadhyay, S.K. Ghosh & Anil Kumar. (2016) Temporal MODIS data for identification of wheat crop using noise clustering soft classification approach. Geocarto International 31:3, pages 278-295.
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Ce Zhang, Tiejun Wang, Peter M. Atkinson, Xin Pan & Huapeng Li. (2015) A novel multi-parameter support vector machine for image classification. International Journal of Remote Sensing 36:7, pages 1890-1906.
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M.S. Ganesh Prasad & Manoj K. Arora. (2014) A simple measure of confidence for fuzzy land-cover classification from remote-sensing data. International Journal of Remote Sensing 35:24, pages 8122-8137.
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Jinxiu Liu, Huiping Liu, Janne Heiskanen, Matti Mõttus & Petri Pellikka. (2014) Posterior probability-based optimization of texture window size for image classification. Remote Sensing Letters 5:8, pages 753-762.
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Priyadarshi Upadhyay, S.K. Ghosh, Anil Kumar, Y.V.N. Krishna Murthy & P.L.N. Raju. (2014) Moist deciduous forest identification using MODIS temporal indices data. International Journal of Remote Sensing 35:9, pages 3177-3196.
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Xia Li, Yihan Zhang, Xiaoping Liu & Yimin Chen. (2012) Assimilating process context information of cellular automata into change detection for monitoring land use changes. International Journal of Geographical Information Science 26:9, pages 1667-1687.
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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.
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Chungan Li & Guofan Shao. (2012) Object-oriented classification of land use/cover using digital aerial orthophotography. International Journal of Remote Sensing 33:4, pages 922-938.
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VeeraraghuS. Jeyakanthan & Shanmugam Sanjeevi. (2011) Reservoir capacity estimation of Singoor reservoir, India, by per-pixel and sub-pixel processing of multi-date satellite images. Geocarto International 26:4, pages 305-320.
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F. Evrendilek & O. Gulbeyaz. (2011) Boosted decision tree classifications of land cover over Turkey integrating MODIS, climate and topographic data. International Journal of Remote Sensing 32:12, pages 3461-3483.
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LuisaM. S. Gonçalves, CidáliaC. Fonte, EduardoN. B. S. Júlio & Mario Caetano. (2010) Evaluation of soft possibilistic classifications with non-specificity uncertainty measures. International Journal of Remote Sensing 31:19, pages 5199-5219.
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LuisaM.S. Gonçalves, CidáliaC. Fonte, EduardoN.B.S. Júlio & Mario Caetano. (2009) A method to incorporate uncertainty in the classification of remote sensing images. International Journal of Remote Sensing 30:20, pages 5489-5503.
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H. T. X. Doan & G. M. Foody. (2007) Increasing soft classification accuracy through the use of an ensemble of classifiers. International Journal of Remote Sensing 28:20, pages 4609-4623.
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Articles from other publishers (17)

Priyadarsini Sivaraj, Anil Kumar & Shiva Reddy Koti. (2022) Training concepts in Noise Clustering Classifier -A case study for Pigeon Pea crop mapping. Remote Sensing Applications: Society and Environment 26, pages 100736.
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Jakob Gawlikowski, Sudipan Saha, Anna Kruspe & Xiao Xiang Zhu. (2022) An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-19.
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Anjali Madhu, Anil Kumar & Peng Jia. (2021) Exploring Fuzzy Local Spatial Information Algorithms for Remote Sensing Image Classification. Remote Sensing 13:20, pages 4163.
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Ishuita SenGupta, Anil Kumar & Rakesh Kumar Dwivedi. (2019) Performance Evaluation of Kernel-Based Supervised Noise Clustering Approach. Journal of the Indian Society of Remote Sensing 47:2, pages 317-330.
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Tao Jiang, Dan Hu & Xianchuan Yu. (2018) Enhanced IT2FCM algorithm using object-based triangular fuzzy set modeling for remote-sensing clustering. Computers & Geosciences 118, pages 14-26.
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Hui He, Tianheng Liang, Dan Hu & Xianchuan Yu. (2016) Remote sensing clustering analysis based on object-based interval modeling. Computers & Geosciences 94, pages 131-139.
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Peter Fisher & Nicholas J Tate. (2015) Modelling Class Uncertainty in the Geodemographic Output Area Classification. Environment and Planning B: Planning and Design 42:3, pages 541-563.
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Priyadarshi Upadhyay, S.K. Ghosh & Anil Kumar. (2013) Moist deciduous forest identification using temporal MODIS data — A comparative study using fuzzy based classifiers. Ecological Informatics 18, pages 117-130.
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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.
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B SOWMYA & B SHEELARANI. (2011) Land cover classification using reformed fuzzy C-means. Sadhana 36:2, pages 153-165.
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Xiaoping Liu, Xia Li & Xiaohu Zhang. (2010) Determining Class Proportions Within a Pixel Using a New Mixed-Label Analysis Method. IEEE Transactions on Geoscience and Remote Sensing 48:4, pages 1882-1891.
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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.
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Luísa Gonçalves, Cidália C. Fonte, Eduardo N.B.S. Júlio & Mario Caetano. (2009) Assessment of the state of conservation of buildings through roof mapping using very high spatial resolution images. Construction and Building Materials 23:8, pages 2795-2802.
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Luisa Gonçalves, Ciddlia Fonte, Eduardo Júlio & Mario Caetano. 2009. Spatial Data Quality. Spatial Data Quality 163 177 .
Prashanth Reddy Marpu, Arief Wijaya & Richard Gloaguen. (2008) Soft Classification and Assessment of Kalman Filter Neural Network for Complex Landcover of Tropical Rainforests. Soft Classification and Assessment of Kalman Filter Neural Network for Complex Landcover of Tropical Rainforests.
Q. Cheng, P.K. Varshney & M.K. Arora. (2006) Logistic Regression for Feature Selection and Soft Classification of Remote Sensing Data. IEEE Geoscience and Remote Sensing Letters 3:4, pages 491-494.
Crossref
Sangbum Lee & R.G. Lathrop. (2006) Subpixel analysis of Landsat ETM/sup +/ using self-organizing map (SOM) neural networks for urban land cover characterization. IEEE Transactions on Geoscience and Remote Sensing 44:6, pages 1642-1654.
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