Title :
Evaluation of two region based classifications in Tapajós National Forest using the ALOS/PALSAR polarimetric and interferometric coherences
Author :
Scofield, Graziela Balda ; Dutra, Luciano Vieira ; Da Costa Freitas, Corina ; Siqueira, Sidnei João ; Ànna, Sant ; Silva, Daniel Luis Andrade
Author_Institution :
Inst. Nac. de Pesquisas Espaciais - INPE, São José dos Campos, Brazil
Abstract :
The use of phase information present in complex multi polarized images may increase the classification results. Thus, the coherence is one attribute that may be extracted from these images and used to distinguish some land cover classes. Therefore, its discriminatory capability for land use and land cover classification is analyzed. The analysis is based on the classification results of a region classifier, which needs a segmented image as one input. The influence of this kind of image input is also evaluated using of two segmentation algorithms, the SegSAR and the SPRING region growing. Two ALOS/PALSAR images acquired over Tapajós National Forest in the Brazilian Amazon were classified. The classifications were quantified by the overall accuracy, the kappa values and its variance. The classification improvement using the coherence information with intensity images was noticed for every image set.
Keywords :
geophysical image processing; image classification; image segmentation; vegetation; ALOS/PALSAR interferometric coherence; ALOS/PALSAR polarimetric coherence; Brazilian Amazon; SPRING region growing; SegSAR region growing; Tapajós National Forest; complex multipolarized images; land cover classes; land cover classification; land use classification; phase information; region based classifications; segmented image; Accuracy; Classification algorithms; Coherence; Image segmentation; Radar imaging; Remote sensing; Springs; ALOS/PALSAR; Bhattacharyya Distance; Coherence; full polarimetric images; region segmentation;
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.2010.5650816