Title :
Analysis of image fusion techniques over multispectral and microwave SAR images
Author :
Gupta, V.K. ; Neog, Amit ; Katiyar, Sunil Kumar
Author_Institution :
M.Tech. Geoinf. & Its Applic., Maulana Azad Nat. Inst. of Technol., Bhopal, India
Abstract :
In remote sensing applications, the increasing availability of space borne sensors gives a motivation for different image fusion algorithms. Remote sensing image fusion aims at integrating the information conveyed by data acquired which cover different portions of the electromagnetic spectrum at different spatial, temporal and spectral resolutions; so that we can get multi-temporal, multi-resolution and multi-frequency image data for purposes of feature extraction, modeling and classification. The composite or fused image is more useful for human perception as well as for automatic computer analysis task such as feature extraction, segmentation and object recognition. In India, Indian Space Research Organization has recently launched RISAT -1 having microwave imaging sensor and we have used microwave SAR data in our research work for image fusion technique analysis. We have analyzed the Intensity-Hue-Saturation (IHS) transformation, principal component analysis (PCA) and wavelet transform (WT) based fusion techniques considering visual and statistical parameters.
Keywords :
feature extraction; image classification; image fusion; image segmentation; microwave imaging; object recognition; principal component analysis; radar imaging; synthetic aperture radar; wavelet transforms; Indian Space Research Organization; PCA; RISAT-1; automatic computer analysis; electromagnetic spectrum; feature extraction; image fusion algorithms; image fusion technique analysis; image fusion techniques; intensity-hue-saturation transformation; microwave SAR images; microwave imaging sensor; multispectral SAR images; object recognition; principal component analysis; remote sensing image fusion; segmentation; space borne sensors; wavelet transform; Earth; Image fusion; Remote sensing; Satellites; Spatial resolution; Transforms; Image Classification Accuracy; Image Fusion Techniques; Image registration; Kappa Statistics; Synthetic Aperture Radar (SAR) image;
Conference_Titel :
Communications and Signal Processing (ICCSP), 2013 International Conference on
Conference_Location :
Melmaruvathur
Print_ISBN :
978-1-4673-4865-2
DOI :
10.1109/iccsp.2013.6577214