DocumentCode :
2338326
Title :
Compression of cDNA and inkjet microarray images
Author :
Jornsten, Rebecka ; Yu, Bin ; Wang, Wei ; Ramchandran, Kannan
Author_Institution :
California Univ., Berkeley, CA, USA
Volume :
3
fYear :
2002
fDate :
24-28 June 2002
Firstpage :
961
Abstract :
Microarray image technology is a powerful tool for monitoring the expression of thousands of genes simultaneously. Each microarray experiment produces immense amounts of image data, and efficient storage and transmission requires compression that utilizes the microarray image´s structure and unique analysis goals. We have developed a progressive compression scheme for microarray images which can be either lossy or lossless. Our scheme has a coded data structure that allows fast decoding and reprocessing of image subsets, and includes summary statistics and image segmentation information. Since visual fidelity is not the end goal for microarray images, we introduce a new measure of distortion for lossy compression: the sensitivity of microarray information extraction to compression loss. We find that a lossy compression ratio of 8:1 for cDNA microarrays minimally affects downstream processing. The average lossless compression ratio is 1.83:1 for cDNA images and 2.43:1 for inkjet images, comparable to state-of-the-art lossless schemas, yet with added flexibility and information.
Keywords :
DNA; biology computing; data compression; image coding; medical image processing; cDNA microarray images; coded data structure; decoding; gene expression; image compression; image segmentation; inkjet microarray images; progressive compression; Data structures; Decoding; Distortion measurement; Image analysis; Image coding; Image segmentation; Image storage; Loss measurement; Monitoring; Statistics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-7622-6
Type :
conf
DOI :
10.1109/ICIP.2002.1039134
Filename :
1039134
Link To Document :
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