DocumentCode
1871844
Title
Mapping spatial distribution of land cover classification errors
Author
Pereira, Maria João ; Soares, Amílcar
Author_Institution
Inst. Super. Tecnico, Univ. Tec. de Lisboa, Lisbon, Portugal
fYear
2011
fDate
24-29 July 2011
Firstpage
170
Lastpage
173
Abstract
Land cover classification accuracy assessments are frequently limited to an error matrix, which derived from location-independent measures and consequently doesn´t provide any information about the spatial distribution of the error. The objective of this work is to present a methodology for mapping the spatial distribution of classification errors based on stochastic simulation and that takes into account the spatial continuity of each land cover class errors. It is proposed to use SIS with varying local means to map the distribution of classification errors and the associated uncertainty. Local means are previously obtain through indicator kriging estimation for each thematic class. The results shown that this methodology based on geostatistical stochastic simulation succeeded to map the spatial distribution of classification errors taking into account the spatial continuity of each land cover class errors.
Keywords
geophysical image processing; image classification; statistical analysis; terrain mapping; error matrix; indicator kriging estimation; land cover classification accuracy; land cover classification error; location independent measures; spatial distribution mapping; Accuracy; Biological system modeling; Classification algorithms; Estimation; Measurement uncertainty; Remote sensing; Uncertainty; Error probability; Geostatistics; Image classification; Land surface; Uncertainty assessment;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International
Conference_Location
Vancouver, BC
ISSN
2153-6996
Print_ISBN
978-1-4577-1003-2
Type
conf
DOI
10.1109/IGARSS.2011.6048959
Filename
6048959
Link To Document