Digital image processing techniques for the detection and removal of cracks in digitized paintings

被引:86
作者
Giakoumis, I [1 ]
Nikolaidis, N [1 ]
Pitas, I [1 ]
机构
[1] Aristotle Univ Thessaloniki, Dept Informat, Thessaloniki 54124, Greece
关键词
anisotropic diffusion; detection of cracks; order statistics filters; top-hat transformation; virtual restoration of paintings;
D O I
10.1109/TIP.2005.860311
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An integrated methodology for the detection and removal of cracks on digitized paintings is presented in this paper. The cracks are detected by thresholding the output of the morphological top-hat transform. Afterward, the thin dark brush strokes which have been misidentified as cracks are removed using either a median radial basis function neural network on hue and saturation data or a semi-automatic procedure based on region growing. Finally, crack filling using order statistics filters or controlled anisotropic diffusion is performed. The methodology has been shown to perform very well on digitized paintings suffering from cracks.
引用
收藏
页码:178 / 188
页数:11
相关论文
共 21 条
[1]   Craquelure analysis for content-based retrieval [J].
Abas, E ;
Martinez, K .
DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, :111-114
[2]   Filling-in by joint interpolation of vector fields and gray levels [J].
Ballester, C ;
Bertalmio, M ;
Caselles, V ;
Sapiro, G ;
Verdera, J .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (08) :1200-1211
[3]   Image processing for virtual restoration of artworks [J].
Barni, M ;
Bartolini, F ;
Cappellini, V .
IEEE MULTIMEDIA, 2000, 7 (02) :34-37
[4]   Simultaneous structure and texture image inpainting [J].
Bertalmio, M ;
Vese, L ;
Sapiro, G ;
Osher, S .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (08) :882-889
[5]   Image inpainting [J].
Bertalmio, M ;
Sapiro, G ;
Caselles, V ;
Ballester, C .
SIGGRAPH 2000 CONFERENCE PROCEEDINGS, 2000, :417-424
[6]   Median radial basis function neural network [J].
Bors, AG ;
Pitas, I .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1996, 7 (06) :1351-1364
[7]   Nontexture inpainting by curvature-driven diffusions [J].
Chan, TF .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2001, 12 (04) :436-449
[8]  
EFROS A, 1999, P IEEE INT C COMP VI, P103
[9]   Digital inpainting based on the Mumford-Shah-Euler image model [J].
Esedoglu, S ;
Shen, JH .
EUROPEAN JOURNAL OF APPLIED MATHEMATICS, 2002, 13 :353-370
[10]  
GIAKOUMIS I, 1998, P IEEE INT S CIRC SY, V4, P269