Warped discrete cosine transform and its application in image compression

被引:33
作者
Cho, NI [1 ]
Mitra, SK
机构
[1] Seoul Natl Univ, Sch Elect Engn, Kwanak Ku, Seoul 151742, South Korea
[2] Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
关键词
all-pass filter; DCT; image compression; warped DCT;
D O I
10.1109/76.889021
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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 ail-pass filters whose parameters can be adjusted to provide frequency warping: Because only the first-order all-pass filters are considered in this paper, the WDCT can be implemented by 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 biter 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 dth 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.
引用
收藏
页码:1364 / 1373
页数:10
相关论文
共 19 条
[1]   DISCRETE COSINE TRANSFORM [J].
AHMED, N ;
NATARAJAN, T ;
RAO, KR .
IEEE TRANSACTIONS ON COMPUTERS, 1974, C 23 (01) :90-93
[2]  
[Anonymous], DIGITAL SIGNAL PROCE
[3]  
CHO NI, 1991, IEEE T CIRCUITS SYST, V38, P297, DOI 10.1109/31.101322
[4]   Frequency-warped filter banks and wavelet transforms: A discrete-time approach via Laguerre expansion [J].
Evangelista, G ;
Cavaliere, S .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (10) :2638-2650
[5]   Discrete frequency warped wavelets: Theory and applications [J].
Evangelista, G ;
Cavaliere, S .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (04) :874-885
[6]  
EVANGELISTA G, 1997, P ICASSP
[7]   Adaptive Laguerre-lattice filters [J].
Fejzo, Z ;
LevAri, H .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (12) :3006-3016
[8]  
JAYANT NS, 1984, DIGITAL CODING WAVEF, pCH12
[9]   A 100-MHZ 2-D 8X8 DCT/IDCT PROCESSOR FOR HDTV APPLICATIONS [J].
MADISETTI, A ;
WILLSON, AN .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1995, 5 (02) :158-165
[10]   OPTIMUM LAGUERRE NETWORKS FOR A CLASS OF DISCRETE-TIME-SYSTEMS [J].
MASNADISHIRAZI, MA ;
AHMED, N .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (09) :2104-2108