Deblurring of Poissonian images using BM3D frames

被引:8
|
作者
Danielyan, Aram [1 ]
Katkovnik, Vladimir [1 ]
Egiazarian, Karen [1 ]
机构
[1] Tampere Univ Technol, Dept Signal Proc, FIN-33101 Tampere, Finland
来源
WAVELETS AND SPARSITY XIV | 2011年 / 8138卷
关键词
image reconstruction; sparsity; generalized Nash equilibrium; non-tight frames;
D O I
10.1117/12.893747
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 propose a novel deblurring algorithm for Poissonian images. The algorithm uses data adaptive BM3D-frames for sparse image modeling. Reconstruction is formulated as a generalized Nash equilibrium problem, seeking a balance between the data fit and the complexity of the solution. Simulated experiments demonstrate numerical and visual superiority of the proposed algorithm over the current state-of-the-art methods.
引用
收藏
页数:7
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