Multi-Level Distributed Arithmetic Coding with Nested Lattice Quantization

被引:6
作者
Keshtkarjahromi, Yasaman [1 ]
Valipour, Mehrdad [2 ]
Lahouti, Farshad [3 ]
机构
[1] Univ Illinois, Chicago, IL 60607 USA
[2] Queens Univ, Kingston, ON, Canada
[3] Univ Tehran, Tehran, Iran
来源
2014 DATA COMPRESSION CONFERENCE (DCC 2014) | 2014年
关键词
Distributed Arithmetic Coding; Nested Lattice Quantization and Wyner-Ziv Code;
D O I
10.1109/DCC.2014.24
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, a scheme based on 1-D nested lattice quantization followed by multi-level distributed arithmetic coding (MLDAC) as the Slepian-Wolf (SW) code is proposed for the lossy source coding of continuous sources. This system can be employed in distributed video and image coding applications. The output of the quantizer is first converted to binary, and then the SW coding is applied on each bit plane. An efficient algorithm for joint decoding of bit planes at the decoder is proposed, which exploits the dependency of the bit planes with each other and the side-information available at the decoder. Also, a methodology for rate allocation among the bit planes is presented. The quantization parameters are designed to improve the end-to-end system performance based on its overall rate-distortion function taking into account both the distortions due to quantization and imperfect practical Slepian-Wolf coding. The simulation results demonstrate the effectiveness of the proposed MLDAC with the lattice quantization.
引用
收藏
页码:382 / 391
页数:10
相关论文
共 17 条
[1]  
Artigas Xavi, 2007, Proceedings 2007 IEEE International Conference on Image Processing, ICIP 2007, P9
[2]  
Artigas X., 2008, PROCEEDING EUROPEAN
[3]  
Chen X, 2010, IEEE IMAGE PROC, P3713, DOI 10.1109/ICIP.2010.5652620
[4]   The JPEG2000 still image coding system: An overview [J].
Christopoulos, C ;
Skodras, A ;
Ebrahimi, T .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2000, 46 (04) :1103-1127
[5]   Rate-compatible distributed arithmetic coding [J].
Grangetto, Marco ;
Magli, Enrico ;
Tron, Roberto ;
Olmo, Gabriella .
IEEE COMMUNICATIONS LETTERS, 2008, 12 (08) :575-577
[6]  
Grangetto M, 2007, IEEE COMMUN LETT, V11, P883, DOI 10.1109/LCOMM.2007.071172
[7]   DISTRIBUTED JOINT SOURCE-CHANNEL ARITHMETIC CODING [J].
Grangetto, Marco ;
Magli, Enrico ;
Olmo, Gabriella .
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, :3717-3720
[8]   Distributed Arithmetic Coding for the Slepian-Wolf Problem [J].
Grangetto, Marco ;
Magli, Enrico ;
Olmo, Gabriella .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (06) :2245-2257
[9]   DECODER-DRIVEN ADAPTIVE DISTRIBUTED ARITHMETIC CODING [J].
Grangetto, Marco ;
Magli, Enrico ;
Mo, Gabriella .
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, :1128-1131
[10]   Slepian-Wolf coded nested lattice quantization for Wyner-Ziv coding: High-rate performance analysis and code design [J].
Liu, Zhixin ;
Cheng, Samuel ;
Liveris, Angelos D. ;
Xiong, Zixiang .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (10) :4358-4379