DocumentCode
1416154
Title
Warped discrete cosine transform and its application in image compression
Author
Cho, Nam Ik ; Mitra, Sanjit K.
Author_Institution
Sch. of Electr. Eng., Seoul Nat. Univ., South Korea
Volume
10
Issue
8
fYear
2000
fDate
12/1/2000 12:00:00 AM
Firstpage
1364
Lastpage
1373
Abstract
This paper introduces the concept of warped discrete cosine transform (WDCT) and an image compression algorithm based on the WDCT. The proposed WDCT is a cascade connection of a conventional DCT and all-pass filters whose parameters can be adjusted to provide frequency warping. Because only the first-order all-pass filters are considered, the WDCT can be implemented by a Laguerre network connected with the DCT. For the more efficient software implementation, we propose truncated and approximated FIR filter banks which can be used instead of the Laguerre network. As a result, the input-output relationship of the WDCT can be represented by a single matrix-vector multiplication, like the DCT. In the proposed image-compression scheme, the frequency response of the all-pass filter is controlled by a fixed set of parameters from which a specified warping parameter is used for a specified frequency range. Also, for each parameter, the corresponding WDCT matrices are computed a priori. For each image block, the best parameter is chosen from the set and the index is sent to the decoder as side information along with the result of corresponding WDCT matrix computation. At the decoder, an inverse WDCT is performed to reconstruct the image. The WDCT based compression outperforms the DCT based compression, for high bit rate applications and for images with high-frequency components. It results in 1.1-3.1-dB PSNR gain over conventional DCT at 1.5 bpp for natural images, and provides more gain for compound images with texts
Keywords
FIR filters; all-pass filters; channel bank filters; data compression; discrete cosine transforms; filtering theory; image coding; image reconstruction; inverse problems; transform coding; DCT; Laguerre network; PSNR gain; WDCT matrices; approximated FIR filter bank; compound images; decoder; first-order all-pass filters; frequency range; frequency response; frequency warping; high bit rate applications; high-frequency components; image compression algorithm; image reconstruction; inverse WDCT; matrix-vector multiplication; natural images; side information; software implementation; truncated FIR filter bank; warped discrete cosine transform; warping parameter; Decoding; Discrete cosine transforms; Discrete transforms; Filter bank; Finite impulse response filter; Frequency; Gaussian processes; Image coding; Karhunen-Loeve transforms; Video coding;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/76.889021
Filename
889021
Link To Document