A second-generation wavelet framework for super-resolution with noise filtering

被引:9
作者
Bose, NK [1 ]
Chappalli, MB [1 ]
机构
[1] Penn State Univ, Dept Elect Engn, Spatial & Temporal Signal Proc Ctr, University Pk, PA 16802 USA
关键词
image sequence super-resolution; second-generation wavelets; high-resolution reconstruction;
D O I
10.1002/ima.20011
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
The use of second-generation wavelets to attain super-resolution with noise filtering is described for a captured sequence of low-resolution frames without any assumptions on grid (sampling lattice) structure. The approach is based on 2D methods. The procedure allows the incorporation of the more general projective camera motion model into the framework, instead of only displacement and rotational models. Several simulations that compare the implementations of the algorithm presented here with other related approaches help illustrate the suitability of SGWs (coupled with hard or soft thresholding) in the task of image sequence superresolution with simultaneous noise filtering. (C) 2004 Wiley Periodicals, Inc.
引用
收藏
页码:84 / 89
页数:6
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