Generalized spatio-chromatic diffusion

被引:12
作者
Boccignone, G
Ferraro, M
Caelli, T
机构
[1] Univ Salerno, Dipartimento Ingn Informat & Ingn Elettr, I-84084 Fisciano, SA, Italy
[2] Univ Salerno, Natl Inst Phys Matter, I-84084 Fisciano, SA, Italy
[3] Univ Turin, Inst Phys Matter, Dipartimento Fis Sperimentale, I-10125 Turin, Italy
[4] Univ Turin, Inst Phys Matter, Natl Inst Phys Matter, I-10125 Turin, Italy
[5] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2H1, Canada
关键词
color images; scale-space; vector-valued diffusion;
D O I
10.1109/TPAMI.2002.1039202
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a framework for diffusion of color images is presented. The method is based on the theory of thermodynamics of irreversible transformations which provides a suitable basis for designing correlations between the different color channels. More precisely, we derive an equation for color evolution which comprises a purely spatial diffusive term and a nonlinear term that depends on the interactions among color channels over space. We apply the proposed equation to images represented in several color spaces, such as RGB, CIELAB, Opponent colors, and IHS.
引用
收藏
页码:1298 / 1309
页数:12
相关论文
共 33 条
[1]  
[Anonymous], 1993, Digital Image Processing Algorithms
[2]  
[Anonymous], 1997, IMAGE STRUCTURE
[3]  
Ballard D.H., 1982, Computer Vision
[4]   Encoding visual information using anisotropic transformations [J].
Boccignone, G ;
Ferraro, M ;
Caelli, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (02) :207-211
[5]   ON THE CLASSIFICATION OF IMAGE REGIONS BY COLOR, TEXTURE AND SHAPE [J].
CAELLI, T ;
REYE, D .
PATTERN RECOGNITION, 1993, 26 (04) :461-470
[6]  
CANNY JF, 1986, PAMI, V8, P6, DOI DOI 10.1109/TPAMI.1986.4767851
[7]  
CARRON T, 1994, P IEEE INT C IM PROC, V3, P977
[8]  
De Groot SR., 1962, NONEQUILIBRIUM THERM
[9]   Spatial facilitation by color and luminance edges: boundary, surface, and attentional factors [J].
Dresp, B ;
Grossberg, S .
VISION RESEARCH, 1999, 39 (20) :3431-3443
[10]   On the representation of image structures via scale space entropy conditions [J].
Ferraro, M ;
Boccignone, G ;
Caelli, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (11) :1199-1203