Statistical distributions of DCT coefficients and their application to an interframe compression algorithm for 3-D medical images.

Abstract:

:Displacement estimated interframe (DEI) coding, a coding scheme for 3-D medical image data sets such as X-ray computed tomography (CT) or magnetic resonance (MR) images, is presented. To take advantage of the correlation between contiguous slices, a displacement-compensated difference image based on the previous image is encoded. The best fitting distribution functions for the discrete cosine transform (DCT) coefficients obtained from displacement compensated difference images are determined and used in allocating bits and optimizing quantizers for the coefficients. The DEI scheme is compared with 2-D block discrete cosine transform (DCT) as well as a full-frame DCT using the bit allocation technique of S. Lo and H.K. Huang (1985). For X-ray CT head images, the present bit allocation and quantizer design, using an appropriate distribution model, resulted in a 13-dB improvement in the SNR compared to the full-frame DCT using the bit allocation technique. For an image set with 5-mm slice thickness, the DEI method gave about 5% improvement in the compression ratio on average and less blockiness at the same distortion. The performance gain increases to about 10% when the slice thickness decreases to 3 mm.

journal_name

IEEE Trans Med Imaging

authors

Lee H,Kim Y,Rowberg AH,Riskin EA

doi

10.1109/42.241875

subject

Has Abstract

pub_date

1993-01-01 00:00:00

pages

478-85

issue

3

eissn

0278-0062

issn

1558-254X

journal_volume

12

pub_type

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