Title :
Improved transforms for the compression of color and multispectral images
Author :
De Queiroz, Ricardo L.
Author_Institution :
Xerox Corp., Webster, NY, USA
Abstract :
In the compression of color or multispectral imagery, intra pixel color transforms are usually employed to decorrelate planes. It is usually thought that plane decorrelation (such as provided by the Karhunen-Love transform (KLT)) may lead to higher compression. Spatial correlation, however, is usually not considered. We developed a method to devise a pixel-wise color transform that takes into account spatial correlation and outperforms the KLT. This is done by considering space-color correlation. We aim at decorrelating the data across color planes, but at correlating the data spatially, so that spatial transforms can more easily decorrelate each of the color planes. Experiment results are shown to demonstrate the gains of the propose transform.
Keywords :
correlation methods; data compression; decorrelation; image coding; image colour analysis; spectral analysis; transform coding; transforms; KLT; Karhunen-Love transform; color image compression; color images; color planes; color transform; decorrelation; intra-pixel color transforms; multispectral imagery compression; multispectral images; space-color correlation; spatial correlation; spatial transforms; Decorrelation; Earth; Filtering; Filters; Image coding; Image color analysis; Karhunen-Loeve transforms; Multispectral imaging; Pixel; Remote sensing;
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
Print_ISBN :
0-7803-7622-6
DOI :
10.1109/ICIP.2002.1039967