Nonlocal video denoising, simplification and inpainting using discrete regularization on graphs

被引:23
作者
Ghoniem, Mahmoud [1 ]
Chahir, Youssef [1 ]
Elmoataz, Abderrahim [1 ]
机构
[1] GREYC, F-14032 Caen, France
关键词
Video denoising; Video simplification; Video inpainting; Nonlocal discrete regularization; Weighted graphs; IMAGE;
D O I
10.1016/j.sigpro.2009.09.004
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present nonlocal algorithms for video denoising, simplification and inpainting based on a generic framework of discrete regularization on graphs. We express video denoising, simplification and inpainting problems using the same variational formulation. The main advantage of this framework is the unification of local and nonlocal approaches for these processing procedures. We take advantage of temporal and spatial redundancies in order to produce high quality results. In this paper, we consider a video sequence as a volume rather than a sequence of frames, and employ algorithms that do not require any motion estimation. For video inpainting, we unify geometric- and texture-synthesis-based approaches. To reduce the computational effort, we propose an optimized method that is faster than the nonlocal approach, while producing equally appealing results. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:2445 / 2455
页数:11
相关论文
共 16 条
[1]  
[Anonymous], P SPIE WAVELET 12
[2]  
Bertalmío M, 2001, PROC CVPR IEEE, P355
[3]   Space-time adaptation for patch-based image sequence restoration [J].
Boulanger, Jerome ;
Kervrann, Charles ;
Bouthemy, Patrick .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (06) :1096-1102
[4]  
Buades A, 2005, AVSS 2005: ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE, PROCEEDINGS, P70
[5]   Nonlocal image and movie denoising [J].
Buades, Antoni ;
Coll, Bartomeu ;
Morel, Jean-Michel .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2008, 76 (02) :123-139
[6]   Variational image inpainting [J].
Chan, TF ;
Shen, JH .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2005, 58 (05) :579-619
[7]  
Efros A. A., 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision, P1033, DOI 10.1109/ICCV.1999.790383
[8]   Nonlocal discrete regularization on weighted graphs: A framework for image and manifold processing [J].
Elmoataz, Abderrahim ;
Lezoray, Olivier ;
Bougleux, Sebastien .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (07) :1047-1060
[9]  
GHONIEM M, 2008, ICPR08, P1
[10]  
Ghoniem M, 2008, LECT NOTES COMPUT SC, V5259, P380, DOI 10.1007/978-3-540-88458-3_34