Title :
A new approach to image fusion based on cokriging
Author :
Memarsadeghi, Nargess ; Le Moigne, Jacqueline ; Mount, David M. ; Morisette, Jeffrey
Author_Institution :
NASA Goddard Space Flight Center, Univ. of Maryland, Greenbelt, MD, USA
Abstract :
We consider the image fusion problem involving remotely sensed data. We introduce cokriging as a method to perform fusion. We investigate the advantages of fusing Hyperion with ALI. This evaluation is performed by comparing the classification of the fused data with that of input images and by calculating well-chosen quantitative fusion quality metrics. We consider the invasive species forecasting system (ISFS) project as our fusion application. The fusion of ALI with Hyperion data is studied using PCA and wavelet-based fusion. We then propose utilizing a geostatistical based interpolation method called cokriging as a new approach for image fusion.
Keywords :
geophysical signal processing; geophysical techniques; image sensors; interpolation; principal component analysis; remote sensing; sensor fusion; wavelet transforms; ALI; Hyperion data; ISFS project; PCA; cokriging; geostatistical based interpolation method; image fusion; invasive species forecasting system; quantitative fusion quality metrics; remotely sensed data; wavelet-based fusion; Educational institutions; Image fusion; Image sensors; Interpolation; NASA; Performance evaluation; Principal component analysis; Remote sensing; Sensor fusion; Wavelet domain; ALI; Cokriging; Hyperion; Image Fusion; PCA; Remote Sensing; Wavelet;
Conference_Titel :
Information Fusion, 2005 8th International Conference on
Print_ISBN :
0-7803-9286-8
DOI :
10.1109/ICIF.2005.1591912