Title :
Classification of cultivated rice fields in northern Vietnam using polarimetric RADARSAT-2 data
Author :
Kim-Huong Hoang ; Bernier, Martin ; Duchesne, S. ; Tran, Minh Y.
Author_Institution :
ETE Center, Nat. Inst. of Sci. Res. (INRS), Montreal, QC, Canada
Abstract :
This paper presents two classification schemes to identify rice fields in a complex land-use watershed in northern Vietnam: Thresholding and Support Vector Machine (SVM) classification algorithm. The data used are C-band dual-polarization (HH, HV) and polarimetric (quad-pol) data from RADARSAT-2. Two questions are posed: firstly, what is the usefulness of different polarizations (HH and HV) for rice detection? Secondly, between different polarimetric parameters, which ones are the most suitable to separate the rice fields from others? The analysis shows that the rice intensity values increase in the middle of the crop season and are different from other vegetation types in HH polarization. In parallel, the coherence (T) matrix seems a suitable polarimetric parameter for rice extraction. Results suggest that both HH polarization intensity values and quadpol data could identify rice fields at regional scale with a precision of 71% and 80%.
Keywords :
crops; geophysical image processing; image classification; image segmentation; radar imaging; radar polarimetry; remote sensing by radar; support vector machines; vegetation mapping; C-band HH polarization data; C-band HV polarization data; C-band dual polarization data; SVM classification algorithm; classification schemes; cultivated rice field classification; land use watershed; northern Vietnam; polarimetric RADARSAT-2 data; polarimetric data; polarimetric parameters; quadpol data; support vector machine classification algorithm; thresholding classification algorithm; vegetation types; Abstracts; Accuracy; Adaptation models; Context modeling; Floods; Indexes; Rivers; Câu River; RADARSAT-2; Rice identification; SVM; Thresholding;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4799-1114-1
DOI :
10.1109/IGARSS.2013.6723375