Filling-in by joint interpolation of vector fields and gray levels

被引:848
作者
Ballester, C [1 ]
Bertalmio, M
Caselles, V
Sapiro, G
Verdera, J
机构
[1] Univ Pompeu Fabra, Dept Technol, Barcelona 08003, Spain
[2] Univ Minnesota, Dept Elect & Comp Engn, Minneapolis, MN 55455 USA
基金
美国国家科学基金会;
关键词
filling-in; Gestalt principles; image gradients; image gray-levels; interpolation; partial differential equations; variational approach;
D O I
10.1109/83.935036
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
A variational approach for filling-in regions of missing data in digital images is introduced in this paper. The approach is based on joint interpolation of the image gray-levels and gradient/isophotes directions, smoothly extending in an automatic fashion the isophote lines into the holes of missing data. This interpolation is computed by solving the variational problem via its gradient descent flow, which leads to a set of coupled second order partial differential equations, one for the gray-levels and one for the gradient orientations, The process underlying this approach can be considered as an interpretation of the Gestaltist's principle of good continuation. No limitations are imposed on the topology of the holes, and all regions of missing data can be simultaneously processed, even if they are surrounded by completely different structures, Applications of this technique include the restoration of old photographs and removal of superimposed text like dates, subtitles, or publicity, Examples of these applications are given. We conclude the paper with a number of theoretical results on the proposed variational approach and its corresponding gradient descent flow.
引用
收藏
页码:1200 / 1211
页数:12
相关论文
共 40 条
[1]
Ambrosio L., 2000, OX MATH M, pxviii, DOI 10.1017/S0024609301309281
[2]
ANDREU F, IN PRESS DIFF INTEGR
[3]
ANDREU F, IN PRESS J FUNCT ANA
[4]
[Anonymous], 1979, COMMENT MATH U CAROL
[5]
Anzellotti G., 1983, ANN MAT PUR APPL, V4, P293
[6]
Bellettini G., 1993, ANN SCUOLA NORM SUP, V20, P247
[7]
Image inpainting [J].
Bertalmio, M ;
Sapiro, G ;
Caselles, V ;
Ballester, C .
SIGGRAPH 2000 CONFERENCE PROCEEDINGS, 2000, :417-424
[8]
BERTALMIO M, 1999, IMAGE INPAINTING
[9]
CHAN T, 2000, MATH MODELS LOCAL DE
[10]
Dautray R., 1985, ANAL MATH CALCUL NUM, V2