Title :
Improved JPEG 2000 system using LS prediction and grouping context coding scheme
Author :
Jian-Jiun Ding ; Hsin-Hui Chen ; Guan-Chen Pan ; Po-Hung Wu
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
In this paper, two coding strategies are proposed to improve the coding efficiency of the JPEG2000 system. First, instead of using the embedded block coding with optimized truncation (EBCOT) scheme in all subbands, we apply the algorithm based on least square prediction in the LL part of the discrete wavelet transform domain. Moreover, in the LH, HL, and HH parts, instead of using the MQ coder and the fixed probability table, we group the 19 contexts into 7 classes. Since the characteristics of the contexts in EBCOT are different from one another, it is proper to use different probability tables for different classes. Simulation results demonstrate that the proposed methods significantly improve the coding efficiency of the JPEG2000 system.
Keywords :
data compression; discrete wavelet transforms; image coding; least squares approximations; probability; EBCOT scheme; JPEG2000 system; LS prediction; MQ coder; discrete wavelet transform domain; embedded block coding with optimized truncation scheme; fixed probability table; grouping context coding scheme; least square prediction algorithm; Context; Discrete wavelet transforms; Image coding; Image edge detection; PSNR; Standards; Transform coding;
Conference_Titel :
Signal & Information Processing Association Annual Summit and Conference (APSIPA ASC), 2012 Asia-Pacific
Conference_Location :
Hollywood, CA
Print_ISBN :
978-1-4673-4863-8