Simultaneous noise filtering and super-resolution with second-generation wavelets

被引:29
作者
Chappalli, MB [1 ]
Bose, NK [1 ]
机构
[1] Penn State Univ, Dept Elect Engn, Spatial & Temporal Signal Proc Ctr, University Pk, PA 16802 USA
关键词
noise filtering; second-generation wavelets; super-resolution; thresholding;
D O I
10.1109/LSP.2005.856875
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
Wavelet coefficient thresholding is effective in reducing spatial domain noise in wavelet-based super-resolution algorithms. Here, the effect of the threshold level on reconstructed image quality in second-generation wavelet super-resolution is investigated. The choice of optimal threshold involves a tradeoff between noise filtering and blurring introduced by thresholding. A measure based on the singular values of the image matrix is employed as a reliable gauge of generated high-resolution image quality.
引用
收藏
页码:772 / 775
页数:4
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