Resolution Scalable Image Coding With Reversible Cellular Automata

被引:13
作者
Cappellari, Lorenzo [1 ]
Milani, Simone [1 ]
Cruz-Reyes, Carlos [2 ]
Calvagno, Giancarlo [1 ]
机构
[1] Univ Padua, Dept Informat Engn, I-35131 Padua, Italy
[2] Univ Rovira & Virgili, Res Grp Math Linguist, Tarragona 43002, Spain
关键词
Arithmetic coding; cellular automata (CA); scalable image coding;
D O I
10.1109/TIP.2010.2090531
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In a resolution scalable image coding algorithm, a multiresolution representation of the data is often obtained using a linear filter bank. Reversible cellular automata have been recently proposed as simpler, nonlinear filter banks that produce a similar representation. The original image is decomposed into four subbands, such that one of them retains most of the features of the original image at a reduced scale. In this paper, we discuss the utilization of reversible cellular automata and arithmetic coding for scalable compression of binary and grayscale images. In the binary case, the proposed algorithm that uses simple local rules compares well with the JBIG compression standard, in particular for images where the foreground is made of a simple connected region. For complex images, more efficient local rules based upon the lifting principle have been designed. They provide compression performances very close to or even better than JBIG, depending upon the image characteristics. In the grayscale case, and in particular for smooth images such as depth maps, the proposed algorithm outperforms both the JBIG and the JPEG2000 standards under most coding conditions.
引用
收藏
页码:1461 / 1468
页数:8
相关论文
共 19 条
[1]   Context-based coding of bilevel images enhanced by digital straight line analysis [J].
Aghito, Shankar Manuel ;
Forchhammer, Soren .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (08) :2120-2130
[2]  
[Anonymous], 2000, 154441 ISOIEC
[3]  
[Anonymous], 1993, 11544 ISOIEC
[4]   Lossy to Lossless Spatially Scalable Depth Map Coding with Cellular Automata [J].
Cappellari, Lorenzo ;
Cruz-Reyes, Carlos ;
Calvagno, Giancarlo ;
Kari, Jarkko .
DCC 2009: 2009 DATA COMPRESSION CONFERENCE, PROCEEDINGS, 2008, :332-+
[5]   LIFTING-BASED DESIGN OF REVERSIBLE CELLULAR AUTOMATA FOR SCALABLE CODING OF BINARY IMAGES [J].
Cappellari, Lorenzo ;
Calvagno, Giancarlo .
2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, :1901-1904
[6]  
CRUZREYES C, 2008, P 12 INT C AUT FORM, P146
[7]  
Kari J, 2005, LECT NOTES COMPUT SC, V3572, P57
[8]   Theory of cellular automata: A survey [J].
Kari, J .
THEORETICAL COMPUTER SCIENCE, 2005, 334 (1-3) :3-33
[9]  
Martin GR, 1999, IEE CONF PUBL, P157, DOI 10.1049/cp:19990301
[10]  
MILANI S, 2009, P IEEE DAT COMPR C S, P460