Title :
Synergistic use of multi-temporal ALOS/PALSAR with SPOT multispectral satellite imagery for land cover mapping in the Ho Chi Minh city area, Vietnam
Author :
Chu, Hai Tung ; Ge, Linlin
Author_Institution :
Sch. of Surveying & Spatial Inf. Syst., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
This paper discusses the synergistic use of multi-temporal ALOS/PALSAR and SPOT multi-spectral images for land cover classification in the Ho Chi Minh city area in Vietnam. Five PALSAR images and SPOT 2 multispectral image were used for classification. Integration of additional information such as interferometric coherence, textural data was also studied. Different combinations of multi-temporal SAR backscatter images, coherence data, SPOT multi-spectral bands, texture measures were generated and tested in order to determine the best combination, which gives the highest classification accuracy. Results indicate that the combination of SAR and optical images gives significantly higher classification accuracy than using a single type of data, and that the Support Vector Machine (SVM) classifier could outperform the Maximum Likelihood (ML) classifier in cases of classification of the combined datasets.
Keywords :
geophysics computing; image texture; radar imaging; radar interferometry; support vector machines; synthetic aperture radar; terrain mapping; Ho Chi Minh city area; SPOT multispectral satellite imagery; SVM classifier; interferometric coherence; land cover classification; land cover mapping; multitemporal ALOS/PALSAR; multitemporal SAR backscatter image; support vector machine; synergistic use; textural data; Accuracy; Coherence; Optical imaging; Optical interferometry; Remote sensing; Support vector machines; Vegetation mapping; ALOS/PALSAR; SPOT 2; Support Vector Machine; coherence; texture measures;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-9565-8
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2010.5653285