Title :
Intraurban land cover classification using IKONOS II images and data mining techniques: A comparative analysis
Author :
da Silva Brum, V. ; Garcia, Luis Miguel ; Korting, Thales S. ; Duque, C.M. ; Coelho dos, Rafael Duarte
Author_Institution :
Bastos Remote Sensing Div. (DSR), Nat. Inst. for Space Res. (INPE), São José dos Campos, Brazil
Abstract :
High spatial resolution image analysis acquired over urban areas has been performed with success using Geographic Object Based Analysis (GEOBIA). However, it was observed that the use of data mining techniques in the image analysis procedures can speed up the processing time by selecting the most appropriate parameters for classification process without decreasing the classification accuracy. Therefore, this work aims at comparing some algorithms for classifying intra-urban land cover using IKONOS II images and data mining techniques. Three classification algorithms, KNN, MLP and C4.5 were analyzed.
Keywords :
data mining; geophysical image processing; image classification; terrain mapping; C4.5 classification algorithm; Geographic Object Based Analysis; IKONOS II images; KNN classification algorithm; MLP classification algorithm; classification accuracy; classification process; data mining techniques; high spatial resolution image analysis procedures; intraurban land cover classification; processing time; urban areas; Accuracy; Classification algorithms; Data mining; Image analysis; Image resolution; Remote sensing; Software;
Conference_Titel :
Urban Remote Sensing Event (JURSE), 2013 Joint
Conference_Location :
Sao Paulo
Print_ISBN :
978-1-4799-0213-2
Electronic_ISBN :
978-1-4799-0212-5
DOI :
10.1109/JURSE.2013.6550703