IMAGE INPAINTING WITH ADAPTIVE LINEAR PREDICTOR

被引:0
作者
Liu, Jing [1 ,2 ]
Zhai, Guangtao [1 ]
Yang, Xiaokang [1 ]
Chen, Chang Wen [2 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai 200240, Peoples R China
[2] SUNY Buffalo, Buffalo, NY 14226 USA
来源
2015 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO (ICME) | 2015年
关键词
Image inpainting; adaptive linear prediction; Bayesian Information Criterion;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, a novel examplar-based inpainting algorithm with adaptive linear predictor is proposed. The patches in the damaged region are sequentially estimated with a linear combination of several nearest neighboring patches. The number of candidate patch is automatically tuned to local contexts based on Bayesian Information Criterion (BIC). The flexibility of the order-adaptive predictor makes the proposed algorithm suitable for both structural regions and detailed textures. The multi-scale framework and a novel propagation order are also involved to further improve the inpainting performance. Compared to the state-of-the-art image inpainting algorithms, experimental results show that the proposed method gives comparative or better performance.
引用
收藏
页数:6
相关论文
共 17 条
[1]  
Adobe Systems Inc, 2009, AD PHOT CS5
[2]  
Barnes C., 2011, PATCHMATCH FAST RAND
[3]   Image inpainting [J].
Bertalmio, M ;
Sapiro, G ;
Caselles, V ;
Ballester, C .
SIGGRAPH 2000 CONFERENCE PROCEEDINGS, 2000, :417-424
[4]   Mathematical models for local nontexture inpaintings [J].
Chan, TF ;
Shen, JH .
SIAM JOURNAL ON APPLIED MATHEMATICS, 2002, 62 (03) :1019-1043
[5]   Region filling and object removal by exemplar-based image inpainting [J].
Criminisi, A ;
Pérez, P ;
Toyama, K .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (09) :1200-1212
[6]  
Efros A. A., 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision, P1033, DOI 10.1109/ICCV.1999.790383
[7]   Image Inpainting [J].
Guillemot, Christine ;
Le Meur, Olivier .
IEEE SIGNAL PROCESSING MAGAZINE, 2014, 31 (01) :127-144
[8]   A mathematical analysis of the DCT coefficient distributions for images [J].
Lam, EY ;
Goodman, JW .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (10) :1661-1666
[9]   Hierarchical Super-Resolution-Based Inpainting [J].
Le Meur, Olivier ;
Ebdelli, Mounira ;
Guillemot, Christine .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (10) :3779-3790
[10]  
Liu J, 2014, IEEE INT SYMP CIRC S, P2728, DOI 10.1109/ISCAS.2014.6865737