On the incorporation of time-delay regularization into curvature-based diffusion

被引:37
作者
Chen, YM [1 ]
Bose, P
机构
[1] Univ Florida, Dept Math, Gainesville, FL 32611 USA
[2] Univ Florida, Dept Comp Sci & Informat Engn, Gainesville, FL 32611 USA
基金
美国国家科学基金会;
关键词
image restoration; anisotropic nonlinear diffusion; total variation minimization; time-delay regularization; edge detection;
D O I
10.1023/A:1011211315825
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new anisotropic nonlinear diffusion model incorporating time-delay regularization into curvature-based diffusion is proposed for image restoration and edge detection. A detailed mathematical analysis of the proposed model in the form of the proof of existence, uniqueness and stability of the "viscosity" solution of the model is presented. Furthermore, implementation issues and computational methods for the proposed model are also discussed in detail. The results obtained from testing our denoising and edge detection algorithm on several synthetic and real images showed the effectiveness of the proposed model in prserving sharp edges and fine structures while removing noise.
引用
收藏
页码:149 / 164
页数:16
相关论文
共 38 条
[1]   AXIOMS AND FUNDAMENTAL EQUATIONS OF IMAGE-PROCESSING [J].
ALVAREZ, L ;
GUICHARD, F ;
LIONS, PL ;
MOREL, JM .
ARCHIVE FOR RATIONAL MECHANICS AND ANALYSIS, 1993, 123 (03) :199-257
[2]  
Alvarez L, 1997, SIAM J APPL MATH, V57, P153
[3]   IMAGE SELECTIVE SMOOTHING AND EDGE-DETECTION BY NONLINEAR DIFFUSION .2. [J].
ALVAREZ, L ;
LIONS, PL ;
MOREL, JM .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1992, 29 (03) :845-866
[4]  
[Anonymous], P IEEE C COMP VIS PA
[5]  
Brezis H., 1987, ANAL FONCTIONNELLE T
[6]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[7]   A GEOMETRIC MODEL FOR ACTIVE CONTOURS IN IMAGE-PROCESSING [J].
CASELLES, V ;
CATTE, F ;
COLL, T ;
DIBOS, F .
NUMERISCHE MATHEMATIK, 1993, 66 (01) :1-31
[8]  
CHAN TF, 1996, 9638 UCLA DEP MATH
[9]  
CHARBONNIER P, 1994, IEEE IMAGE PROC, P168
[10]  
CHEN YG, 1991, J DIFFER GEOM, V33, P749