DocumentCode :
3211660
Title :
Efficient compression of 4D fMRI images using bandelet transform and fuzzy thresholding
Author :
Rajeswari, R. ; Rajesh, R.
Author_Institution :
Sch. of Comput. Sci. & Eng., Bharathiar Univ., Coimbatore, India
fYear :
2009
fDate :
9-11 Dec. 2009
Firstpage :
543
Lastpage :
547
Abstract :
Medical image compression techniques should give high compression ratios apart from preserving vital information in medical images. In this paper we propose a compression technique for four-dimensional functional Magnetic Resonance Images (fMRI). The proposed technique uses bandelet transform to capture the anisotropic regularity of edge structures apart from capturing regularity information from smooth regions. Then fuzzy thresholding is performed to retain the important bandelet coefficients. To further improve the compression we make use of variable length encoding technique viz., arithmetic coding. The proposed method is applied to 4D fMRI images and the results are compared with bandelet based ordinary thresholding. Test results show that the proposed method gives better results in terms of PSNR and compression ratio.
Keywords :
arithmetic codes; biomedical MRI; data compression; image coding; medical image processing; variable length codes; 4D fMRI images; PSNR; anisotropic regularity; arithmetic coding; bandelet transform; compression ratio; edge structures; functional magnetic resonance images; fuzzy thresholding; medical image compression; regularity information; variable length encoding technique; Character recognition; Feature extraction; Handwriting recognition; Image coding; Image processing; Image recognition; Image segmentation; Nearest neighbor searches; Support vector machine classification; Support vector machines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nature & Biologically Inspired Computing, 2009. NaBIC 2009. World Congress on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4244-5053-4
Type :
conf
DOI :
10.1109/NABIC.2009.5393395
Filename :
5393395
Link To Document :
بازگشت