Title :
A zero saturation distortion image fusion method based on the GCOS framework
Author :
Zhang, Ying ; Li, Xiaowen ; Liu, Qiang ; Yang, Cunjian ; Liu, Xiaofang ; Li, Min ; Luo, Huanmin
Author_Institution :
Univ. of Electron. Sci. & Technol. of China, Chengdu
Abstract :
Image fusion, widely used in remote sensing, is an efficient method to combine the high spatial information in panchromatic (Pan) image with the essential spectral information in mutispectral (MS) images. In most fusion methods, distortion of spectral information or spatial information commonly exists in the resulting image. The component substitution (COS) fusion methods always merge Pan and MS images with distiortion in spectral information. To overcome this shortcoming, a fusion method based on a general COS (GCOS) framework is proposed in this paper. Landsat TM and SPOT images are used in several experiments to test our fusion algorithm. Some classical indices of images, such as entropy, correlation coefficient, the relative difference and universal image quality index et al, are also used here to evaluate the ability of preserving spectral and spatial information. And the resulting of several methods including IHS, PCA, BT, Gram-Smiths (GS) and SFIM are listed to compare effects of different fusion methods. Experiments show that the proposed method provided satisfied results with richer information than the other methods in both spatial and spectral domains.
Keywords :
image fusion; remote sensing; GCOS framework; Landsat TM; SPOT images; correlation coefficient; entropy; image quality index; mutispectral images; panchromatic image; remote sensing; spatial information distortion; spectral information; zero saturation distortion image fusion; Image fusion; Image resolution; Matrices; Principal component analysis; Remote monitoring; Remote sensing; Satellites; Spatial resolution; Testing; Wavelet transforms; GCOS framework; Remote sensing; image fusion;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2007. IGARSS 2007. IEEE International
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-1211-2
Electronic_ISBN :
978-1-4244-1212-9
DOI :
10.1109/IGARSS.2007.4423504