DocumentCode :
1137961
Title :
A jointly optimal fractal/DCT compression scheme
Author :
Melnikov, Gerry ; Katsaggelos, Aggelos K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Northwestern Univ., Evanston, IL, USA
Volume :
4
Issue :
4
fYear :
2002
fDate :
12/1/2002 12:00:00 AM
Firstpage :
413
Lastpage :
422
Abstract :
In this paper a hybrid fractal and discrete cosine transform (DCT) coder is developed. Drawing on the ability of DCT to remove inter-pixel redundancies and on the ability of fractal transforms to capitalize on long-range correlations within the image, the hybrid coder performs an operationally optimal, in the rate-distortion sense, bit allocation among coding parameters. An orthogonal basis framework is used within which an image segmentation and a hybrid block-based transform are selected jointly. The selection of coefficients in the DCT component of the overall block transform is made a part of the optimization procedure. A Lagrangian multiplier approach is used to optimize the hybrid transform parameters together with the segmentation. Differential encoding of the DC coefficient is employed, with the scanning path based on a 3rd-order Hilbert curve. Simulation results show a significant improvement in quality with respect to the JPEG standard, an approach based on optimization of DCT basis vectors, as well as, the purely fractal techniques.
Keywords :
Hilbert transforms; data compression; discrete cosine transforms; image coding; image segmentation; 3rd-order Hilbert curve; DCT compression scheme; JPEG standard; Lagrangian multiplier approach; coding parameters; differential encoding; discrete cosine transform coder; hybrid block-based transform; hybrid transform parameters; image segmentation; inter-pixel redundancies; optimal fractal compression scheme; purely fractal techniques; simulation results; Bit rate; Discrete cosine transforms; Discrete transforms; Encoding; Fractals; Image coding; Image reconstruction; Image segmentation; Lagrangian functions; Rate-distortion;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2002.806531
Filename :
1176940
Link To Document :
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