JOURNAL ARTICLE

<title>Wavelet texture analysis for remote sensing</title>

N. Fatemi-GhomiMaria PetrouP. L. Palmer

Year: 1995 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 2579 Pages: 329-340   Publisher: SPIE

Abstract

In this paper we investigate the use of wavelet transforms to texture segmentation of Remotely Sensed images. The method adopted is multiresolution with maximum overlap. Various wavelet filters are considered (two different types of Daubechies, Battle-le Marie filters and Haar). To investigate the usefulness of these filters and the relevance of the various resolution levels, we introduce a novel probe: For the feature derived from a certain filter combination, we calculate the 2-point correlation function in the feature domain. This function allows us to judge whether this particular feature segregates the data into clusters or not. We also show that it gives an indication of the number of clusters present in the feature space. At the end we identify the useful features and perform image segmentation using all of them with the help of a C-means clustering technique. We conclude that the most useful results are obtained by using the Daubechies coiflet filter.

Keywords:
Artificial intelligence Pattern recognition (psychology) Wavelet Computer science Feature (linguistics) Filter (signal processing) Segmentation Wavelet transform Cluster analysis Multiresolution analysis Feature vector Daubechies wavelet Haar Computer vision Discrete wavelet transform

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Citation History

Topics

Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Remote Sensing and Land Use
Physical Sciences →  Earth and Planetary Sciences →  Atmospheric Science

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