Title :
Minimum distance texture classification of SAR images using wavelet packets
Author :
Fletcher, Neil D. ; Evans, Adrian N.
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Bath, UK
Abstract :
A multi-scale texture segmentation algorithm for SAR images based on the discrete wavelet transform is presented. Responses from different sub-bands are used to form a feature vector for each pixel position that is the input to the classification scheme. To further improve the classification results, the tree-structured wavelet packet transform is used to automatically identify a suitable sub-set of elements from the feature vector. Results show that this approach is effective for both the redundant and non-redundant wavelet transforms.
Keywords :
discrete wavelet transforms; geophysical signal processing; image classification; image segmentation; image texture; radar imaging; remote sensing by radar; synthetic aperture radar; SAR images; discrete wavelet transform; feature vector; minimum distance texture classification; multi-scale texture segmentation algorithm; nonredundant wavelet transforms; redundant wavelet transforms; sub-bands; tree-structured wavelet packet transform; wavelet packet; Classification tree analysis; Discrete wavelet transforms; Filtering; Gabor filters; Image analysis; Image segmentation; Image texture analysis; Nonlinear filters; Wavelet packets; Wavelet transforms;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2002. IGARSS '02. 2002 IEEE International
Print_ISBN :
0-7803-7536-X
DOI :
10.1109/IGARSS.2002.1026141