Suprathreshold image compression based on contrast allocation and global precedence

被引:7
作者
Chandler, DM [1 ]
Hemami, SS [1 ]
机构
[1] Cornell Univ, Sch Elect & Comp Engn, Visual Commun Lab, Ithaca, NY 14853 USA
来源
HUMAN VISION AND ELECTRONIC IMAGING VIII | 2003年 / 5007卷
关键词
image compression; wavelet; contrast; global precedence; scale-space integration;
D O I
10.1117/12.477772
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Visually lossless image compression algorithms aim to keep the compression-induced distortions below the threshold of visual detection. most-often by exploiting the fact that contrast sensitivity varies with spatial frequency. However, when an image is coded in a visually lossy manner, there is little evidence to suggest that visual quality is preserved by minimizing the compression-induced distortions. This paper presents a visually lossy wavelet image compression algorithm based on contrast allocations and visual global precedence: subbands are quantized such that the distortions in the reconstructed image exhibit specific root-mean squared contrast ratios, and such that edge structure is preserved across scale-space, with a preference for global spatial scales. A model which relates contrast (of the distortions) in the reconstructed image to mean-squared error in the wavelet subbands is derived and presented; this model provides an efficient. means of adjusting contrast in the transform domain via traditional quantization techniques, thus allowing the algorithm to be used in a wide variety of coders.
引用
收藏
页码:73 / 86
页数:14
相关论文
共 41 条
[1]  
ALBANESI MG, 1996, P ICPR, V11, P859
[2]   Image coding using wavelet transform [J].
Antonini, Marc ;
Barlaud, Michel ;
Mathieu, Pierre ;
Daubechies, Ingrid .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1992, 1 (02) :205-220
[3]  
BEEGAN AP, 2001, WAVELET BASED COLOR
[4]   Spatial frequency, phase, and the contrast of natural images [J].
Bex, PJ ;
Makous, W .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2002, 19 (06) :1096-1106
[5]   WHATS CONSTANT IN CONTRAST CONSTANCY - THE EFFECTS OF SCALING ON THE PERCEIVED CONTRAST OF BANDPASS PATTERNS [J].
BRADY, N ;
FIELD, DJ .
VISION RESEARCH, 1995, 35 (06) :739-756
[6]   APPLICATION OF FOURIER ANALYSIS TO VISIBILITY OF GRATINGS [J].
CAMPBELL, FW ;
ROBSON, JG .
JOURNAL OF PHYSIOLOGY-LONDON, 1968, 197 (03) :551-&
[7]   Additivity models for suprathreshold distortion in quantized wavelet-coded images [J].
Chandler, DM ;
Hemami, SS .
HUMAN VISION AND ELECTRONIC IMAGING VII, 2002, 4662 :105-118
[8]  
CHANDLER DM, 2002, P IEEE INT C IM PROC
[9]   Factoring wavelet transforms into lifting steps [J].
Daubechies, I ;
Sweldens, W .
JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS, 1998, 4 (03) :247-269
[10]  
De Valois R. L., 1990, SPATIAL VISION