A review of PDE models in image processing and image analysis

被引:29
作者
Guichard, F [1 ]
Moisan, L [1 ]
Morel, JM [1 ]
机构
[1] Ecole Normale Super, F-94235 Cachan, France
来源
JOURNAL DE PHYSIQUE IV | 2002年 / 12卷 / PR1期
关键词
D O I
10.1051/jp42002006
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The years 1985-2000 have seen the emergence of several nonlinear P.D.E. models in image restoration and image analysis. Before that date, the heat equation and the reverse heat equation had been considered as relevant, one as a model of image smoothing compatible with Shannon conditions, and one as a restoration model proposed by Gabor. We try in this review to organize the P.D.E. models according to their genealogy from the initial heat equation and according to their very diverse use : some are useful for image denoising, some for image deblurring, some for invariant smoothing in view of shape recognition. Some permit to define easily active contours (snakes), some may be used for a nonlinear interpolation of sparse images. We show many experiments illustrating these different applicative aspects.
引用
收藏
页码:137 / 154
页数:18
相关论文
共 38 条
[1]   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
[2]  
Alvarez L, 1999, LECT NOTES COMPUT SC, V1682, P247
[3]  
ANGENENT S, 1998, J AM MATH SOC JUL
[4]  
[Anonymous], RANDOM SETS INTEGRAL
[5]   THE LAPLACIAN PYRAMID AS A COMPACT IMAGE CODE [J].
BURT, PJ ;
ADELSON, EH .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1983, 31 (04) :532-540
[7]   Adaptive smoothing respecting feature directions [J].
Carmona, RA ;
Zhong, SF .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) :353-358
[8]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[9]   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
[10]   An axiomatic approach to image interpolation [J].
Caselles, V ;
Morel, JM ;
Sbert, C .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) :376-386