DocumentCode
398595
Title
Microarray BASICA: background adjustment, segmentation, image compression and analysis of microarray images
Author
Hua, Jianping ; Liu, Zhongmin ; Xiong, Zixiang ; Wu, Qingyao ; Castleman, Kenneth
Author_Institution
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
Volume
1
fYear
2003
fDate
14-17 Sept. 2003
Abstract
This paper presents Microarray BASICA: an integrated image processing tool for background adjustment, segmentation, image compression and analysis of microarray images. BASICA uses the fast Mann-Whitney test-based algorithm introduced in J. Hua et al., (2002) to segment microarray images, and post-processing to eliminate the segmentation irregularities. The segmentation results, along with the foreground and background intensities obtained with background adjustment, are then used for the independent compression of foreground and background. We introduce a new distortion measure for microarray image compression and devise a coding scheme by modifying the object-based embedded block coding with optimized truncation (object-based EBCOT) algorithm J. Hua et al., (2002) to achieve optimal rate-distortion performance in lossy coding while still maintaining outstanding lossless compression performance. Experimental results show that BASICA can extract sufficiently accurate genetic information at bitrates as low as 43bpp.
Keywords
block codes; data compression; distortion measurement; image coding; image segmentation; rate distortion theory; background adjustment; coding scheme; distortion measure; fast Mann-Whitney test-based algorithm; image compression; image processing tool; microarray basica; microarray image segmentation; object-based embedded block coding; optimal rate-distortion performance; optimized truncation algorithm; Block codes; Distortion measurement; Image analysis; Image coding; Image processing; Image segmentation; Loss measurement; Performance loss; Rate-distortion; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7750-8
Type
conf
DOI
10.1109/ICIP.2003.1247029
Filename
1247029
Link To Document