Title :
Extraction of infrastructure details from fused image
Author :
Teoh, C.C. ; Mansor, S.B. ; Mispan, M.R. ; Shariff, A. R mohamed ; Ahmad, N.
Author_Institution :
Fac. of Eng., Univ. Putra Malaysia, Selangor, Malaysia
Abstract :
This paper demonstrates a method of extracting features included edge features from a data fusion image. The intensity-hue-saturation (IHS) transformation is used for producing the data fusion image. This is achieved by merging the SPOT panchromatic 10-m resolution image with the Landsat TM 30-m resolution multispectral channel image. The resultant imagery has a high resolution and spectral characteristics that enhance its visualization. The image was then subjected to the processes of thresholding, Gaussian filtering using a low pass filter and the Iterative Self-Organizing Data Analysis (ISODATA) unsupervised classification to derive the feature classes. Ground truthing of this classification showed an overall accuracy of 89 %. To perform the edge features extraction, an edge detection operator (Sobel edge filter) is applied to the classification image and produces a gradient image. This gradient image is threshold to produce a binary digital edge map
Keywords :
feature extraction; geophysical signal processing; geophysical techniques; image processing; sensor fusion; terrain mapping; Gaussian filtering; ISODATA; Iterative Self-Organizing Data Analysis; SPOT; binary digital edge map; data fusion; edge feature; feature extraction; fused image; geophysical measurement technique; gradient image; image processing; infrastructure; intensity hue saturation transformation; land surface; land use; low pass filter; merging; multispectral remote sensing; remote sensing; sensor fusion; terrain mapping; thresholding; unsupervised classification; Data mining; Data visualization; Feature extraction; Filtering; Image edge detection; Image resolution; Low pass filters; Merging; Remote sensing; Satellites;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2001. IGARSS '01. IEEE 2001 International
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7803-7031-7
DOI :
10.1109/IGARSS.2001.976888